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878/878 [==============================]
- 1s 618us/sample - loss: 0.4084 - acc: 0.8941
78/78 [==============================]
- 14s 180ms/step - loss: 0.1088 - acc: 0.9642 - val_loss: 0.4064 - val_acc: 0.8941
Epoch 70/100
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878/878 [==============================]
- 1s 592us/sample - loss: 0.4219 - acc: 0.8975
78/78 [==============================]
- 14s 175ms/step - loss: 0.0785 - acc: 0.9702 - val_loss: 0.4181 - val_acc: 0.8975
Epoch 71/100
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- ETA: 5s - loss: 0.0748 - acc: 0.9688
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878/878 [==============================]
- 1s 638us/sample - loss: 0.4054 - acc: 0.8964
78/78 [==============================]
- 14s 173ms/step - loss: 0.0747 - acc: 0.9753 - val_loss: 0.4031 - val_acc: 0.8964
Epoch 72/100
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- ETA: 5s - loss: 0.1061 - acc: 0.9531
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878/878 [==============================]
- 1s 842us/sample - loss: 0.3912 - acc: 0.9169
78/78 [==============================]
- 13s 169ms/step - loss: 0.0963 - acc: 0.9648 - val_loss: 0.3887 - val_acc: 0.9169
Epoch 73/100
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878/878 [==============================]
- 1s 597us/sample - loss: 0.5377 - acc: 0.8975
78/78 [==============================]
- 14s 176ms/step - loss: 0.0794 - acc: 0.9743 - val_loss: 0.5392 - val_acc: 0.8975
Epoch 74/100
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- ETA: 5s - loss: 0.1847 - acc: 0.9219
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- ETA: 0s - loss: 0.3810 - acc: 0.9171
878/878 [==============================]
- 1s 617us/sample - loss: 0.3703 - acc: 0.9169
78/78 [==============================]
- 13s 167ms/step - loss: 0.0986 - acc: 0.9652 - val_loss: 0.3666 - val_acc: 0.9169
Epoch 75/100
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- ETA: 5s - loss: 0.1463 - acc: 0.8906
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- ETA: 5s - loss: 0.1056 - acc: 0.9375
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- ETA: 6s - loss: 0.0836 - acc: 0.9660
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- ETA: 6s - loss: 0.0841 - acc: 0.9654
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- ETA: 0s - loss: 0.0848 - acc: 0.9671
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- ETA: 0s - loss: 0.0834 - acc: 0.9678
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- ETA: 0s - loss: 0.0824 - acc: 0.9682
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- ETA: 0s - loss: 0.4162 - acc: 0.8906
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- ETA: 0s - loss: 0.3459 - acc: 0.9167
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- ETA: 0s - loss: 0.3032 - acc: 0.9250
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- ETA: 0s - loss: 0.3988 - acc: 0.9174
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- ETA: 0s - loss: 0.3898 - acc: 0.9219
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- ETA: 0s - loss: 0.4200 - acc: 0.9159
878/878 [==============================]
- 1s 590us/sample - loss: 0.4123 - acc: 0.9157
78/78 [==============================]
- 14s 177ms/step - loss: 0.0866 - acc: 0.9672 - val_loss: 0.4096 - val_acc: 0.9157
Epoch 76/100
1/78 [..............................]
- ETA: 5s - loss: 0.0690 - acc: 0.9688
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- ETA: 5s - loss: 0.0516 - acc: 0.9766
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- ETA: 5s - loss: 0.0437 - acc: 0.9844
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- ETA: 5s - loss: 0.0525 - acc: 0.9844
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- ETA: 6s - loss: 0.0646 - acc: 0.9781
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- ETA: 7s - loss: 0.0549 - acc: 0.9818
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- ETA: 7s - loss: 0.0861 - acc: 0.9754
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- ETA: 8s - loss: 0.0953 - acc: 0.9707
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- ETA: 8s - loss: 0.0839 - acc: 0.9734
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- ETA: 8s - loss: 0.0756 - acc: 0.9766
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- ETA: 0s - loss: 0.0895 - acc: 0.9704
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- ETA: 0s - loss: 0.0895 - acc: 0.9703
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- ETA: 0s - loss: 0.0909 - acc: 0.9695
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- ETA: 0s - loss: 0.0916 - acc: 0.9693
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- ETA: 0s - loss: 0.0917 - acc: 0.9692
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- ETA: 0s - loss: 0.0911 - acc: 0.9696
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- ETA: 0s - loss: 0.5734 - acc: 0.9062
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- ETA: 0s - loss: 0.4663 - acc: 0.8942
878/878 [==============================]
- 1s 602us/sample - loss: 0.4544 - acc: 0.8952
78/78 [==============================]
- 13s 167ms/step - loss: 0.0902 - acc: 0.9700 - val_loss: 0.4503 - val_acc: 0.8952
Epoch 77/100
1/78 [..............................]
- ETA: 5s - loss: 0.0440 - acc: 0.9844
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- ETA: 5s - loss: 0.0951 - acc: 0.9609
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- ETA: 5s - loss: 0.0957 - acc: 0.9635
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- ETA: 6s - loss: 0.1043 - acc: 0.9648
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- ETA: 7s - loss: 0.0866 - acc: 0.9719
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- ETA: 8s - loss: 0.0797 - acc: 0.9740
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- ETA: 9s - loss: 0.0791 - acc: 0.9710
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- ETA: 9s - loss: 0.0801 - acc: 0.9688
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- ETA: 9s - loss: 0.0738 - acc: 0.9722
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- ETA: 9s - loss: 0.0701 - acc: 0.9719
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- ETA: 9s - loss: 0.0645 - acc: 0.9744
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- ETA: 9s - loss: 0.0684 - acc: 0.9727
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- ETA: 9s - loss: 0.0657 - acc: 0.9748
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878/878 [==============================]
- 1s 601us/sample - loss: 0.4721 - acc: 0.9112
78/78 [==============================]
- 14s 179ms/step - loss: 0.0817 - acc: 0.9702 - val_loss: 0.4654 - val_acc: 0.9112
Epoch 78/100
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- ETA: 5s - loss: 0.0449 - acc: 0.9688
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- ETA: 0s - loss: 0.5411 - acc: 0.8966
878/878 [==============================]
- 1s 601us/sample - loss: 0.5273 - acc: 0.8975
78/78 [==============================]
- 13s 166ms/step - loss: 0.0711 - acc: 0.9741 - val_loss: 0.5226 - val_acc: 0.8975
Epoch 79/100
1/78 [..............................]
- ETA: 5s - loss: 0.0391 - acc: 1.0000
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- ETA: 5s - loss: 0.0371 - acc: 0.9922
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- ETA: 0s - loss: 0.4400 - acc: 0.9111
878/878 [==============================]
- 1s 588us/sample - loss: 0.4268 - acc: 0.9146
78/78 [==============================]
- 14s 175ms/step - loss: 0.0744 - acc: 0.9741 - val_loss: 0.4224 - val_acc: 0.9146
Epoch 80/100
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- ETA: 6s - loss: 0.0514 - acc: 0.9844
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- ETA: 7s - loss: 0.0589 - acc: 0.9844
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878/878 [==============================]
- 1s 593us/sample - loss: 0.4841 - acc: 0.9032
78/78 [==============================]
- 13s 169ms/step - loss: 0.0835 - acc: 0.9684 - val_loss: 0.4789 - val_acc: 0.9032
Epoch 81/100
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878/878 [==============================]
- 1s 622us/sample - loss: 0.4986 - acc: 0.9009
78/78 [==============================]
- 14s 178ms/step - loss: 0.0767 - acc: 0.9737 - val_loss: 0.4959 - val_acc: 0.9009
Epoch 82/100
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- ETA: 6s - loss: 0.1586 - acc: 0.9375
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- ETA: 6s - loss: 0.1330 - acc: 0.9531
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- ETA: 0s - loss: 0.3964 - acc: 0.9171
878/878 [==============================]
- 1s 596us/sample - loss: 0.3864 - acc: 0.9169
78/78 [==============================]
- 14s 173ms/step - loss: 0.1059 - acc: 0.9626 - val_loss: 0.3830 - val_acc: 0.9169
Epoch 83/100
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- ETA: 5s - loss: 0.0318 - acc: 0.9844
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878/878 [==============================]
- 1s 587us/sample - loss: 0.4265 - acc: 0.9100
78/78 [==============================]
- 14s 176ms/step - loss: 0.0724 - acc: 0.9729 - val_loss: 0.4244 - val_acc: 0.9100
Epoch 84/100
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878/878 [==============================]
- 1s 594us/sample - loss: 0.3849 - acc: 0.9123
78/78 [==============================]
- 13s 168ms/step - loss: 0.0758 - acc: 0.9720 - val_loss: 0.3809 - val_acc: 0.9123
Epoch 85/100
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- ETA: 5s - loss: 0.0259 - acc: 1.0000
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- ETA: 5s - loss: 0.0249 - acc: 0.9922
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- ETA: 0s - loss: 0.4101 - acc: 0.9183
878/878 [==============================]
- 1s 591us/sample - loss: 0.4018 - acc: 0.9203
78/78 [==============================]
- 14s 173ms/step - loss: 0.0760 - acc: 0.9725 - val_loss: 0.3990 - val_acc: 0.9203
Epoch 86/100
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- ETA: 5s - loss: 0.0616 - acc: 0.9844
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878/878 [==============================]
- 1s 593us/sample - loss: 0.4448 - acc: 0.9203
78/78 [==============================]
- 13s 167ms/step - loss: 0.0715 - acc: 0.9763 - val_loss: 0.4412 - val_acc: 0.9203
Epoch 87/100
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- ETA: 5s - loss: 0.1163 - acc: 0.9531
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- ETA: 0s - loss: 0.4774 - acc: 0.9038
878/878 [==============================]
- 1s 608us/sample - loss: 0.4668 - acc: 0.9055
78/78 [==============================]
- 14s 179ms/step - loss: 0.0929 - acc: 0.9670 - val_loss: 0.4633 - val_acc: 0.9055
Epoch 88/100
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- ETA: 5s - loss: 0.0211 - acc: 1.0000
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- ETA: 5s - loss: 0.0307 - acc: 0.9922
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- ETA: 0s - loss: 0.5301 - acc: 0.9123
878/878 [==============================]
- 1s 617us/sample - loss: 0.5163 - acc: 0.9146
78/78 [==============================]
- 14s 176ms/step - loss: 0.0606 - acc: 0.9775 - val_loss: 0.5116 - val_acc: 0.9146
Epoch 89/100
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- ETA: 5s - loss: 0.0223 - acc: 1.0000
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- ETA: 5s - loss: 0.0635 - acc: 0.9766
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878/878 [==============================]
- 1s 603us/sample - loss: 0.5052 - acc: 0.9134
78/78 [==============================]
- 14s 177ms/step - loss: 0.0707 - acc: 0.9767 - val_loss: 0.5027 - val_acc: 0.9134
Epoch 90/100
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878/878 [==============================]
- 1s 598us/sample - loss: 0.5770 - acc: 0.8986
78/78 [==============================]
- 14s 177ms/step - loss: 0.0704 - acc: 0.9761 - val_loss: 0.5738 - val_acc: 0.8986
Epoch 91/100
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- ETA: 5s - loss: 0.0593 - acc: 0.9531
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- ETA: 6s - loss: 0.0392 - acc: 0.9766
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- ETA: 0s - loss: 0.4565 - acc: 0.9115
878/878 [==============================]
- 1s 626us/sample - loss: 0.4399 - acc: 0.9134
78/78 [==============================]
- 14s 174ms/step - loss: 0.0796 - acc: 0.9723 - val_loss: 0.4357 - val_acc: 0.9134
Epoch 92/100
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- ETA: 5s - loss: 0.0327 - acc: 0.9844
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- ETA: 5s - loss: 0.1041 - acc: 0.9609
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878/878 [==============================]
- 1s 638us/sample - loss: 0.4914 - acc: 0.8804
78/78 [==============================]
- 14s 179ms/step - loss: 0.0950 - acc: 0.9674 - val_loss: 0.4877 - val_acc: 0.8804
Epoch 93/100
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878/878 [==============================]
- 1s 652us/sample - loss: 0.4274 - acc: 0.9180
78/78 [==============================]
- 14s 175ms/step - loss: 0.0877 - acc: 0.9706 - val_loss: 0.4256 - val_acc: 0.9180
Epoch 94/100
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- ETA: 5s - loss: 0.0179 - acc: 1.0000
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878/878 [==============================]
- 1s 848us/sample - loss: 0.4846 - acc: 0.9146
78/78 [==============================]
- 14s 173ms/step - loss: 0.0690 - acc: 0.9755 - val_loss: 0.4828 - val_acc: 0.9146
Epoch 95/100
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- ETA: 6s - loss: 0.0951 - acc: 0.9688
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878/878 [==============================]
- 1s 604us/sample - loss: 0.4590 - acc: 0.9100
78/78 [==============================]
- 14s 181ms/step - loss: 0.0607 - acc: 0.9787 - val_loss: 0.4577 - val_acc: 0.9100
Epoch 96/100
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- ETA: 0s - loss: 0.4361 - acc: 0.9147
878/878 [==============================]
- 1s 594us/sample - loss: 0.4392 - acc: 0.9134
78/78 [==============================]
- 13s 170ms/step - loss: 0.0783 - acc: 0.9751 - val_loss: 0.4402 - val_acc: 0.9134
Epoch 97/100
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- ETA: 5s - loss: 0.1982 - acc: 0.9219
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- ETA: 6s - loss: 0.1378 - acc: 0.9453
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- ETA: 0s - loss: 0.4901 - acc: 0.8945
878/878 [==============================]
- 1s 609us/sample - loss: 0.4889 - acc: 0.8952
78/78 [==============================]
- 15s 188ms/step - loss: 0.0812 - acc: 0.9716 - val_loss: 0.4874 - val_acc: 0.8952
Epoch 98/100
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- ETA: 5s - loss: 0.0343 - acc: 0.9844
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878/878 [==============================]
- 1s 600us/sample - loss: 0.4238 - acc: 0.9100
78/78 [==============================]
- 14s 180ms/step - loss: 0.0751 - acc: 0.9729 - val_loss: 0.4209 - val_acc: 0.9100
Epoch 99/100
1/78 [..............................]
- ETA: 5s - loss: 0.0205 - acc: 1.0000
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- ETA: 5s - loss: 0.0479 - acc: 0.9844
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- ETA: 0s - loss: 0.4277 - acc: 0.9135
878/878 [==============================]
- 1s 593us/sample - loss: 0.4151 - acc: 0.9157
78/78 [==============================]
- 15s 191ms/step - loss: 0.0632 - acc: 0.9791 - val_loss: 0.4108 - val_acc: 0.9157
Epoch 100/100
1/78 [..............................]
- ETA: 5s - loss: 0.0048 - acc: 1.0000
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- ETA: 5s - loss: 0.0281 - acc: 0.9922
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- ETA: 5s - loss: 0.0326 - acc: 0.9896
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- ETA: 8s - loss: 0.0454 - acc: 0.9866
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- ETA: 9s - loss: 0.0407 - acc: 0.9883
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- ETA: 9s - loss: 0.0394 - acc: 0.9878
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- ETA: 9s - loss: 0.0407 - acc: 0.9891
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878/878 [==============================]
- 1s 585us/sample - loss: 0.4594 - acc: 0.9134
78/78 [==============================]
- 14s 176ms/step - loss: 0.0556 - acc: 0.9813 - val_loss: 0.4536 - val_acc: 0.9134
Epoch 1/200
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- ETA: 1:08 - loss: 1.6336 - acc: 0.1719
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- ETA: 36s - loss: 2.2781 - acc: 0.2031
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878/878 [==============================]
- 1s 1ms/sample - loss: 1.1370 - acc: 0.5296
39/39 [==============================]
- 13s 336ms/step - loss: 1.4893 - acc: 0.3256 - val_loss: 1.1372 - val_acc: 0.5296
Epoch 2/200
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- ETA: 5s - loss: 1.1940 - acc: 0.3672
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- ETA: 5s - loss: 1.1656 - acc: 0.3906
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878/878 [==============================]
- 1s 626us/sample - loss: 0.9846 - acc: 0.6128
39/39 [==============================]
- 13s 338ms/step - loss: 1.0862 - acc: 0.4906 - val_loss: 0.9844 - val_acc: 0.6128
Epoch 3/200
1/39 [..............................]
- ETA: 5s - loss: 0.8696 - acc: 0.6514
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- ETA: 6s - loss: 0.9679 - acc: 0.5949
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- ETA: 0s - loss: 0.9057 - acc: 0.6377
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- ETA: 0s - loss: 0.9007 - acc: 0.6384
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- ETA: 0s - loss: 0.7875 - acc: 0.7188
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- ETA: 0s - loss: 0.7464 - acc: 0.7227
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- ETA: 0s - loss: 0.7536 - acc: 0.7344
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- ETA: 0s - loss: 0.7809 - acc: 0.7297
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- ETA: 0s - loss: 0.7776 - acc: 0.7253
878/878 [==============================]
- 1s 1ms/sample - loss: 0.7717 - acc: 0.7312
39/39 [==============================]
- 14s 362ms/step - loss: 0.8950 - acc: 0.6421 - val_loss: 0.7710 - val_acc: 0.7312
Epoch 4/200
1/39 [..............................]
- ETA: 8s - loss: 0.6583 - acc: 0.7422
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- ETA: 7s - loss: 0.7160 - acc: 0.7148
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- ETA: 7s - loss: 0.7341 - acc: 0.6849
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- ETA: 0s - loss: 0.6691 - acc: 0.7210
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- ETA: 0s - loss: 0.6753 - acc: 0.7203
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- ETA: 0s - loss: 0.6171 - acc: 0.7617
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- ETA: 0s - loss: 0.6358 - acc: 0.7578
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- ETA: 0s - loss: 0.6617 - acc: 0.7484
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- ETA: 0s - loss: 0.6774 - acc: 0.7409
878/878 [==============================]
- 1s 622us/sample - loss: 0.6602 - acc: 0.7494
39/39 [==============================]
- 13s 334ms/step - loss: 0.6771 - acc: 0.7205 - val_loss: 0.6581 - val_acc: 0.7494
Epoch 5/200
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- ETA: 5s - loss: 0.7149 - acc: 0.6797
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- ETA: 5s - loss: 0.6789 - acc: 0.7148
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- ETA: 7s - loss: 0.6534 - acc: 0.7057
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- ETA: 8s - loss: 0.6284 - acc: 0.7266
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- ETA: 9s - loss: 0.6445 - acc: 0.7201
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- ETA: 0s - loss: 0.6306 - acc: 0.7473
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- ETA: 0s - loss: 0.5893 - acc: 0.7385
878/878 [==============================]
- 1s 1ms/sample - loss: 0.5896 - acc: 0.7392
39/39 [==============================]
- 14s 361ms/step - loss: 0.6290 - acc: 0.7480 - val_loss: 0.5933 - val_acc: 0.7392
Epoch 6/200
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- ETA: 5s - loss: 0.5642 - acc: 0.7344
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878/878 [==============================]
- 1s 735us/sample - loss: 0.5538 - acc: 0.7961
39/39 [==============================]
- 13s 321ms/step - loss: 0.5358 - acc: 0.7879 - val_loss: 0.5518 - val_acc: 0.7961
Epoch 7/200
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- ETA: 6s - loss: 0.4584 - acc: 0.8359
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878/878 [==============================]
- 1s 615us/sample - loss: 0.6036 - acc: 0.7904
39/39 [==============================]
- 13s 345ms/step - loss: 0.4860 - acc: 0.8186 - val_loss: 0.6003 - val_acc: 0.7904
Epoch 8/200
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- ETA: 5s - loss: 0.7288 - acc: 0.7969
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- ETA: 0s - loss: 0.4590 - acc: 0.8302
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- ETA: 0s - loss: 0.4576 - acc: 0.8310
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- ETA: 0s - loss: 0.4688 - acc: 0.8359
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- ETA: 0s - loss: 0.4904 - acc: 0.8281
878/878 [==============================]
- 1s 1ms/sample - loss: 0.4767 - acc: 0.8292
39/39 [==============================]
- 13s 342ms/step - loss: 0.4586 - acc: 0.8307 - val_loss: 0.4750 - val_acc: 0.8292
Epoch 9/200
1/39 [..............................]
- ETA: 6s - loss: 0.4162 - acc: 0.8438
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- ETA: 6s - loss: 0.5161 - acc: 0.8047
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- ETA: 0s - loss: 0.4285 - acc: 0.8379
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- ETA: 0s - loss: 0.4280 - acc: 0.8387
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- ETA: 0s - loss: 0.4287 - acc: 0.8384
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- ETA: 0s - loss: 0.3679 - acc: 0.8828
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- ETA: 0s - loss: 0.3751 - acc: 0.8711
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- ETA: 0s - loss: 0.3875 - acc: 0.8646
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- ETA: 0s - loss: 0.3901 - acc: 0.8711
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- ETA: 0s - loss: 0.4304 - acc: 0.8656
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- ETA: 0s - loss: 0.4474 - acc: 0.8594
878/878 [==============================]
- 1s 599us/sample - loss: 0.4256 - acc: 0.8633
39/39 [==============================]
- 13s 336ms/step - loss: 0.4254 - acc: 0.8397 - val_loss: 0.4229 - val_acc: 0.8633
Epoch 10/200
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- ETA: 8s - loss: 0.3586 - acc: 0.8516
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- ETA: 8s - loss: 0.3941 - acc: 0.8477
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- ETA: 8s - loss: 0.3817 - acc: 0.8516
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- ETA: 8s - loss: 0.3831 - acc: 0.8477
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- ETA: 8s - loss: 0.3967 - acc: 0.8403
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- ETA: 8s - loss: 0.4101 - acc: 0.8359
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- ETA: 6s - loss: 0.3963 - acc: 0.8433
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- ETA: 0s - loss: 0.4075 - acc: 0.8478
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- ETA: 0s - loss: 0.4067 - acc: 0.8479
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- ETA: 0s - loss: 0.3579 - acc: 0.8750
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- ETA: 0s - loss: 0.4336 - acc: 0.8477
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- ETA: 0s - loss: 0.4571 - acc: 0.8307
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- ETA: 0s - loss: 0.4696 - acc: 0.8340
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- ETA: 0s - loss: 0.4856 - acc: 0.8313
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- ETA: 0s - loss: 0.4935 - acc: 0.8281
878/878 [==============================]
- 1s 649us/sample - loss: 0.4776 - acc: 0.8292
39/39 [==============================]
- 13s 328ms/step - loss: 0.4080 - acc: 0.8470 - val_loss: 0.4756 - val_acc: 0.8292
Epoch 11/200
1/39 [..............................]
- ETA: 6s - loss: 0.4732 - acc: 0.8125
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- ETA: 6s - loss: 0.4224 - acc: 0.8320
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- ETA: 8s - loss: 0.4285 - acc: 0.8281
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878/878 [==============================]
- 1s 595us/sample - loss: 0.4731 - acc: 0.8349
39/39 [==============================]
- 14s 348ms/step - loss: 0.3671 - acc: 0.8679 - val_loss: 0.4696 - val_acc: 0.8349
Epoch 12/200
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- ETA: 5s - loss: 0.3574 - acc: 0.8828
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878/878 [==============================]
- 1s 618us/sample - loss: 0.3385 - acc: 0.8804
39/39 [==============================]
- 13s 330ms/step - loss: 0.3405 - acc: 0.8773 - val_loss: 0.3367 - val_acc: 0.8804
Epoch 13/200
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- ETA: 5s - loss: 0.3864 - acc: 0.8438
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878/878 [==============================]
- 1s 1ms/sample - loss: 0.3750 - acc: 0.8747
39/39 [==============================]
- 14s 362ms/step - loss: 0.3595 - acc: 0.8703 - val_loss: 0.3706 - val_acc: 0.8747
Epoch 14/200
1/39 [..............................]
- ETA: 7s - loss: 0.3331 - acc: 0.8906
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- ETA: 0s - loss: 0.3404 - acc: 0.8779
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- ETA: 0s - loss: 0.3420 - acc: 0.8768
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- ETA: 0s - loss: 0.3843 - acc: 0.8672
878/878 [==============================]
- 1s 606us/sample - loss: 0.3802 - acc: 0.8679
39/39 [==============================]
- 13s 321ms/step - loss: 0.3457 - acc: 0.8751 - val_loss: 0.3797 - val_acc: 0.8679
Epoch 15/200
1/39 [..............................]
- ETA: 5s - loss: 0.3248 - acc: 0.8828
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- ETA: 5s - loss: 0.2947 - acc: 0.8945
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- ETA: 0s - loss: 0.3396 - acc: 0.8707
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- ETA: 0s - loss: 0.3382 - acc: 0.8718
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- ETA: 0s - loss: 0.3583 - acc: 0.8633
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- ETA: 0s - loss: 0.4021 - acc: 0.8607
878/878 [==============================]
- 1s 620us/sample - loss: 0.3816 - acc: 0.8633
39/39 [==============================]
- 14s 350ms/step - loss: 0.3398 - acc: 0.8703 - val_loss: 0.3791 - val_acc: 0.8633
Epoch 16/200
1/39 [..............................]
- ETA: 26s - loss: 0.2843 - acc: 0.8984
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- ETA: 17s - loss: 0.2927 - acc: 0.8906
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- ETA: 1s - loss: 0.3063 - acc: 0.8887
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- ETA: 0s - loss: 0.3061 - acc: 0.8889
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- ETA: 0s - loss: 0.3076 - acc: 0.8885
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- ETA: 0s - loss: 0.3366 - acc: 0.8750
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- ETA: 0s - loss: 0.3578 - acc: 0.8750
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- ETA: 0s - loss: 0.3933 - acc: 0.8698
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- ETA: 0s - loss: 0.3975 - acc: 0.8687
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- ETA: 0s - loss: 0.4199 - acc: 0.8594
878/878 [==============================]
- 1s 1ms/sample - loss: 0.4020 - acc: 0.8633
39/39 [==============================]
- 14s 351ms/step - loss: 0.3077 - acc: 0.8880 - val_loss: 0.3998 - val_acc: 0.8633
Epoch 17/200
1/39 [..............................]
- ETA: 7s - loss: 0.2108 - acc: 0.9297
2/39 [>.............................]
- ETA: 6s - loss: 0.2236 - acc: 0.9141
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- ETA: 6s - loss: 0.2699 - acc: 0.8958
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- ETA: 6s - loss: 0.2656 - acc: 0.8926
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- ETA: 6s - loss: 0.2616 - acc: 0.8969
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- ETA: 7s - loss: 0.2664 - acc: 0.8919
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- ETA: 7s - loss: 0.3022 - acc: 0.8826
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- ETA: 7s - loss: 0.2987 - acc: 0.8846
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- ETA: 7s - loss: 0.2943 - acc: 0.8870
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- ETA: 7s - loss: 0.2929 - acc: 0.8882
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- ETA: 7s - loss: 0.2889 - acc: 0.8906
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- ETA: 7s - loss: 0.2822 - acc: 0.8932
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- ETA: 7s - loss: 0.2789 - acc: 0.8936
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- ETA: 7s - loss: 0.2762 - acc: 0.8934
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- ETA: 7s - loss: 0.2781 - acc: 0.8932
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- ETA: 6s - loss: 0.2817 - acc: 0.8926
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- ETA: 6s - loss: 0.2815 - acc: 0.8943
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- ETA: 6s - loss: 0.2795 - acc: 0.8954
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- ETA: 6s - loss: 0.2789 - acc: 0.8964
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- ETA: 0s - loss: 0.2675 - acc: 0.9022
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- ETA: 0s - loss: 0.2690 - acc: 0.9012
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- ETA: 0s - loss: 0.2705 - acc: 0.9003
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- ETA: 0s - loss: 0.2717 - acc: 0.8984
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- ETA: 0s - loss: 0.2922 - acc: 0.8828
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- ETA: 0s - loss: 0.3352 - acc: 0.8828
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- ETA: 0s - loss: 0.3474 - acc: 0.8844
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- ETA: 0s - loss: 0.3468 - acc: 0.8828
878/878 [==============================]
- 1s 601us/sample - loss: 0.3314 - acc: 0.8850
39/39 [==============================]
- 13s 340ms/step - loss: 0.2701 - acc: 0.9005 - val_loss: 0.3295 - val_acc: 0.8850
Epoch 18/200
1/39 [..............................]
- ETA: 18s - loss: 0.2115 - acc: 0.9297
2/39 [>.............................]
- ETA: 14s - loss: 0.2087 - acc: 0.9336
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- ETA: 11s - loss: 0.2278 - acc: 0.9271
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- ETA: 9s - loss: 0.2564 - acc: 0.9121
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- ETA: 8s - loss: 0.2831 - acc: 0.8969
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- ETA: 8s - loss: 0.2710 - acc: 0.9023
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- ETA: 8s - loss: 0.2698 - acc: 0.9040
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- ETA: 8s - loss: 0.2618 - acc: 0.9082
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- ETA: 8s - loss: 0.2642 - acc: 0.9062
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- ETA: 8s - loss: 0.2602 - acc: 0.9047
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- ETA: 8s - loss: 0.2662 - acc: 0.9034
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- ETA: 8s - loss: 0.2615 - acc: 0.9049
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- ETA: 7s - loss: 0.2617 - acc: 0.9069
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- ETA: 7s - loss: 0.2686 - acc: 0.9029
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- ETA: 7s - loss: 0.2653 - acc: 0.9047
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- ETA: 7s - loss: 0.2622 - acc: 0.9053
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- ETA: 6s - loss: 0.2699 - acc: 0.9044
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- ETA: 6s - loss: 0.2710 - acc: 0.9036
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- ETA: 6s - loss: 0.2688 - acc: 0.9046
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- ETA: 5s - loss: 0.2708 - acc: 0.9035
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- ETA: 5s - loss: 0.2721 - acc: 0.9029
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- ETA: 5s - loss: 0.2788 - acc: 0.9016
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- ETA: 4s - loss: 0.2783 - acc: 0.8997
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- ETA: 4s - loss: 0.2792 - acc: 0.8981
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- ETA: 3s - loss: 0.2775 - acc: 0.8993
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- ETA: 3s - loss: 0.2734 - acc: 0.9001
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- ETA: 3s - loss: 0.2728 - acc: 0.9003
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- ETA: 2s - loss: 0.2718 - acc: 0.9013
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- ETA: 2s - loss: 0.2715 - acc: 0.9007
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- ETA: 2s - loss: 0.2700 - acc: 0.9011
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- ETA: 1s - loss: 0.2672 - acc: 0.9020
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- ETA: 1s - loss: 0.2664 - acc: 0.9031
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- ETA: 0s - loss: 0.2676 - acc: 0.9032
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- ETA: 0s - loss: 0.2650 - acc: 0.9043
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- ETA: 0s - loss: 0.2640 - acc: 0.9049
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- ETA: 0s - loss: 0.3891 - acc: 0.8672
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- ETA: 0s - loss: 0.3648 - acc: 0.8789
384/878 [============>.................]
- ETA: 0s - loss: 0.4071 - acc: 0.8750
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- ETA: 0s - loss: 0.4213 - acc: 0.8730
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- ETA: 0s - loss: 0.4168 - acc: 0.8719
768/878 [=========================>....]
- ETA: 0s - loss: 0.4222 - acc: 0.8685
878/878 [==============================]
- 1s 620us/sample - loss: 0.4030 - acc: 0.8724
39/39 [==============================]
- 13s 335ms/step - loss: 0.2638 - acc: 0.9051 - val_loss: 0.4007 - val_acc: 0.8724
Epoch 19/200
1/39 [..............................]
- ETA: 5s - loss: 0.1986 - acc: 0.9297
2/39 [>.............................]
- ETA: 5s - loss: 0.2977 - acc: 0.8906
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- ETA: 6s - loss: 0.2900 - acc: 0.8906
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- ETA: 8s - loss: 0.2774 - acc: 0.8926
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- ETA: 9s - loss: 0.2874 - acc: 0.8891
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- ETA: 9s - loss: 0.2763 - acc: 0.8945
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- ETA: 9s - loss: 0.2818 - acc: 0.8940
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- ETA: 9s - loss: 0.2774 - acc: 0.8965
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- ETA: 9s - loss: 0.2616 - acc: 0.9028
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- ETA: 8s - loss: 0.2615 - acc: 0.9031
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- ETA: 8s - loss: 0.2592 - acc: 0.9055
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- ETA: 8s - loss: 0.2535 - acc: 0.9089
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- ETA: 8s - loss: 0.2508 - acc: 0.9105
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- ETA: 7s - loss: 0.2427 - acc: 0.9129
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- ETA: 7s - loss: 0.2424 - acc: 0.9135
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- ETA: 7s - loss: 0.2420 - acc: 0.9141
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- ETA: 7s - loss: 0.2399 - acc: 0.9136
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- ETA: 6s - loss: 0.2363 - acc: 0.9145
19/39 [=============>................]
- ETA: 6s - loss: 0.2367 - acc: 0.9132
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- ETA: 6s - loss: 0.2324 - acc: 0.9160
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- ETA: 5s - loss: 0.2322 - acc: 0.9167
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- ETA: 5s - loss: 0.2377 - acc: 0.9130
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- ETA: 5s - loss: 0.2360 - acc: 0.9135
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- ETA: 4s - loss: 0.2353 - acc: 0.9125
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- ETA: 4s - loss: 0.2351 - acc: 0.9123
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- ETA: 4s - loss: 0.2321 - acc: 0.9145
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- ETA: 3s - loss: 0.2380 - acc: 0.9127
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- ETA: 3s - loss: 0.2399 - acc: 0.9122
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- ETA: 3s - loss: 0.2416 - acc: 0.9112
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- ETA: 2s - loss: 0.2439 - acc: 0.9105
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- ETA: 2s - loss: 0.2457 - acc: 0.9096
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- ETA: 2s - loss: 0.2517 - acc: 0.9088
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- ETA: 1s - loss: 0.2511 - acc: 0.9092
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- ETA: 1s - loss: 0.2548 - acc: 0.9081
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- ETA: 1s - loss: 0.2535 - acc: 0.9088
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- ETA: 1s - loss: 0.2543 - acc: 0.9085
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- ETA: 0s - loss: 0.2559 - acc: 0.9080
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- ETA: 0s - loss: 0.2564 - acc: 0.9082
128/878 [===>..........................]
- ETA: 0s - loss: 0.2655 - acc: 0.9219
256/878 [=======>......................]
- ETA: 0s - loss: 0.2867 - acc: 0.9023
384/878 [============>.................]
- ETA: 0s - loss: 0.2928 - acc: 0.8906
512/878 [================>.............]
- ETA: 0s - loss: 0.3061 - acc: 0.8945
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- ETA: 0s - loss: 0.3128 - acc: 0.8922
768/878 [=========================>....]
- ETA: 0s - loss: 0.3256 - acc: 0.8880
878/878 [==============================]
- 1s 652us/sample - loss: 0.3129 - acc: 0.8895
39/39 [==============================]
- 14s 351ms/step - loss: 0.2544 - acc: 0.9093 - val_loss: 0.3113 - val_acc: 0.8895
Epoch 20/200
1/39 [..............................]
- ETA: 5s - loss: 0.1617 - acc: 0.9375
2/39 [>.............................]
- ETA: 6s - loss: 0.2136 - acc: 0.9258
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- ETA: 7s - loss: 0.2103 - acc: 0.9271
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- ETA: 8s - loss: 0.2210 - acc: 0.9238
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- ETA: 8s - loss: 0.2364 - acc: 0.9172
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- ETA: 8s - loss: 0.2517 - acc: 0.9092
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- ETA: 8s - loss: 0.2523 - acc: 0.9122
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- ETA: 8s - loss: 0.2628 - acc: 0.9095
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- ETA: 8s - loss: 0.2637 - acc: 0.9091
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- ETA: 8s - loss: 0.2593 - acc: 0.9120
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- ETA: 8s - loss: 0.2567 - acc: 0.9122
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- ETA: 7s - loss: 0.2533 - acc: 0.9117
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- ETA: 7s - loss: 0.2568 - acc: 0.9094
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- ETA: 7s - loss: 0.2547 - acc: 0.9098
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- ETA: 7s - loss: 0.2508 - acc: 0.9111
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- ETA: 6s - loss: 0.2549 - acc: 0.9093
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- ETA: 6s - loss: 0.2531 - acc: 0.9087
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- ETA: 6s - loss: 0.2514 - acc: 0.9085
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- ETA: 6s - loss: 0.2517 - acc: 0.9088
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- ETA: 5s - loss: 0.2520 - acc: 0.9087
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- ETA: 5s - loss: 0.2490 - acc: 0.9105
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- ETA: 5s - loss: 0.2505 - acc: 0.9095
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- ETA: 4s - loss: 0.2485 - acc: 0.9087
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- ETA: 4s - loss: 0.2457 - acc: 0.9099
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- ETA: 4s - loss: 0.2460 - acc: 0.9095
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- ETA: 4s - loss: 0.2505 - acc: 0.9078
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- ETA: 3s - loss: 0.2493 - acc: 0.9072
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- ETA: 3s - loss: 0.2464 - acc: 0.9080
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- ETA: 3s - loss: 0.2458 - acc: 0.9079
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- ETA: 2s - loss: 0.2488 - acc: 0.9071
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- ETA: 2s - loss: 0.2475 - acc: 0.9073
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- ETA: 2s - loss: 0.2477 - acc: 0.9070
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- ETA: 1s - loss: 0.2482 - acc: 0.9065
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- ETA: 1s - loss: 0.2499 - acc: 0.9063
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- ETA: 1s - loss: 0.2541 - acc: 0.9050
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- ETA: 0s - loss: 0.2510 - acc: 0.9061
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- ETA: 0s - loss: 0.2528 - acc: 0.9061
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- ETA: 0s - loss: 0.2537 - acc: 0.9055
128/878 [===>..........................]
- ETA: 0s - loss: 0.2323 - acc: 0.9297
256/878 [=======>......................]
- ETA: 0s - loss: 0.2714 - acc: 0.8984
384/878 [============>.................]
- ETA: 0s - loss: 0.2887 - acc: 0.8854
512/878 [================>.............]
- ETA: 0s - loss: 0.3208 - acc: 0.8887
640/878 [====================>.........]
- ETA: 0s - loss: 0.3142 - acc: 0.8844
768/878 [=========================>....]
- ETA: 0s - loss: 0.3234 - acc: 0.8802
878/878 [==============================]
- 1s 608us/sample - loss: 0.3165 - acc: 0.8793
39/39 [==============================]
- 13s 333ms/step - loss: 0.2531 - acc: 0.9059 - val_loss: 0.3156 - val_acc: 0.8793
Epoch 21/200
1/39 [..............................]
- ETA: 7s - loss: 0.2581 - acc: 0.9062
2/39 [>.............................]
- ETA: 7s - loss: 0.2643 - acc: 0.9023
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- ETA: 7s - loss: 0.2485 - acc: 0.9062
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- ETA: 8s - loss: 0.2355 - acc: 0.9062
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- ETA: 9s - loss: 0.2246 - acc: 0.9141
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- ETA: 9s - loss: 0.2127 - acc: 0.9193
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- ETA: 9s - loss: 0.2100 - acc: 0.9185
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- ETA: 9s - loss: 0.2174 - acc: 0.9189
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- ETA: 9s - loss: 0.2128 - acc: 0.9210
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- ETA: 8s - loss: 0.2122 - acc: 0.9203
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- ETA: 8s - loss: 0.2078 - acc: 0.9219
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- ETA: 8s - loss: 0.2089 - acc: 0.9219
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- ETA: 8s - loss: 0.2127 - acc: 0.9219
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- ETA: 8s - loss: 0.2078 - acc: 0.9235
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- ETA: 7s - loss: 0.2121 - acc: 0.9229
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- ETA: 7s - loss: 0.2111 - acc: 0.9243
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- ETA: 7s - loss: 0.2095 - acc: 0.9251
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- ETA: 6s - loss: 0.2117 - acc: 0.9249
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- ETA: 6s - loss: 0.2153 - acc: 0.9231
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- ETA: 6s - loss: 0.2170 - acc: 0.9223
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- ETA: 5s - loss: 0.2137 - acc: 0.9230
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- ETA: 5s - loss: 0.2160 - acc: 0.9222
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- ETA: 5s - loss: 0.2196 - acc: 0.9185
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- ETA: 4s - loss: 0.2208 - acc: 0.9170
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- ETA: 4s - loss: 0.2235 - acc: 0.9159
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- ETA: 4s - loss: 0.2252 - acc: 0.9156
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- ETA: 4s - loss: 0.2295 - acc: 0.9144
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- ETA: 3s - loss: 0.2303 - acc: 0.9142
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- ETA: 3s - loss: 0.2291 - acc: 0.9147
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- ETA: 2s - loss: 0.2269 - acc: 0.9152
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- ETA: 2s - loss: 0.2297 - acc: 0.9129
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- ETA: 2s - loss: 0.2319 - acc: 0.9127
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- ETA: 2s - loss: 0.2343 - acc: 0.9118
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- ETA: 1s - loss: 0.2387 - acc: 0.9100
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- ETA: 1s - loss: 0.2377 - acc: 0.9110
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- ETA: 1s - loss: 0.2377 - acc: 0.9113
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- ETA: 0s - loss: 0.2398 - acc: 0.9103
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- ETA: 0s - loss: 0.2395 - acc: 0.9102
128/878 [===>..........................]
- ETA: 0s - loss: 0.2127 - acc: 0.9375
256/878 [=======>......................]
- ETA: 0s - loss: 0.2792 - acc: 0.9141
384/878 [============>.................]
- ETA: 0s - loss: 0.2778 - acc: 0.9089
512/878 [================>.............]
- ETA: 0s - loss: 0.3007 - acc: 0.9082
640/878 [====================>.........]
- ETA: 0s - loss: 0.3156 - acc: 0.9047
768/878 [=========================>....]
- ETA: 0s - loss: 0.3298 - acc: 0.8971
878/878 [==============================]
- 1s 601us/sample - loss: 0.3166 - acc: 0.8964
39/39 [==============================]
- 14s 351ms/step - loss: 0.2404 - acc: 0.9103 - val_loss: 0.3150 - val_acc: 0.8964
Epoch 22/200
1/39 [..............................]
- ETA: 6s - loss: 0.2946 - acc: 0.8750
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- ETA: 6s - loss: 0.2433 - acc: 0.8945
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- ETA: 6s - loss: 0.2514 - acc: 0.8958
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- ETA: 7s - loss: 0.2602 - acc: 0.8926
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- ETA: 8s - loss: 0.2601 - acc: 0.8953
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- ETA: 8s - loss: 0.2706 - acc: 0.8932
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- ETA: 8s - loss: 0.2985 - acc: 0.8783
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- ETA: 8s - loss: 0.2749 - acc: 0.8924
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- ETA: 8s - loss: 0.2783 - acc: 0.8883
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- ETA: 7s - loss: 0.2732 - acc: 0.8945
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- ETA: 0s - loss: 0.2565 - acc: 0.9018
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- ETA: 0s - loss: 0.2539 - acc: 0.9028
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- ETA: 0s - loss: 0.2600 - acc: 0.9141
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878/878 [==============================]
- 1s 625us/sample - loss: 0.3139 - acc: 0.8952
39/39 [==============================]
- 13s 331ms/step - loss: 0.2523 - acc: 0.9031 - val_loss: 0.3125 - val_acc: 0.8952
Epoch 23/200
1/39 [..............................]
- ETA: 5s - loss: 0.1568 - acc: 0.9453
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- ETA: 5s - loss: 0.1530 - acc: 0.9414
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- ETA: 7s - loss: 0.2161 - acc: 0.9245
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- ETA: 8s - loss: 0.2240 - acc: 0.9203
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- ETA: 9s - loss: 0.2324 - acc: 0.9167
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- ETA: 9s - loss: 0.2450 - acc: 0.9118
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- ETA: 9s - loss: 0.2336 - acc: 0.9170
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- ETA: 8s - loss: 0.2382 - acc: 0.9097
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- ETA: 8s - loss: 0.2334 - acc: 0.9133
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- ETA: 0s - loss: 0.2139 - acc: 0.9211
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- ETA: 0s - loss: 0.2118 - acc: 0.9224
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- ETA: 0s - loss: 0.3403 - acc: 0.8906
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- ETA: 0s - loss: 0.3248 - acc: 0.8828
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- ETA: 0s - loss: 0.3547 - acc: 0.8698
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- ETA: 0s - loss: 0.3884 - acc: 0.8698
878/878 [==============================]
- 1s 1ms/sample - loss: 0.3695 - acc: 0.8736
39/39 [==============================]
- 14s 360ms/step - loss: 0.2138 - acc: 0.9212 - val_loss: 0.3672 - val_acc: 0.8736
Epoch 24/200
1/39 [..............................]
- ETA: 7s - loss: 0.2148 - acc: 0.9141
2/39 [>.............................]
- ETA: 6s - loss: 0.1620 - acc: 0.9375
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- ETA: 6s - loss: 0.1892 - acc: 0.9323
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- ETA: 6s - loss: 0.2298 - acc: 0.9250
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- ETA: 6s - loss: 0.2193 - acc: 0.9284
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- ETA: 6s - loss: 0.2280 - acc: 0.9241
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- ETA: 6s - loss: 0.2347 - acc: 0.9209
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- ETA: 7s - loss: 0.2328 - acc: 0.9201
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- ETA: 7s - loss: 0.2252 - acc: 0.9203
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- ETA: 7s - loss: 0.2191 - acc: 0.9233
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- ETA: 6s - loss: 0.2163 - acc: 0.9263
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- ETA: 6s - loss: 0.2150 - acc: 0.9255
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- ETA: 6s - loss: 0.2194 - acc: 0.9224
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- ETA: 5s - loss: 0.2263 - acc: 0.9174
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- ETA: 5s - loss: 0.2234 - acc: 0.9187
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- ETA: 3s - loss: 0.2304 - acc: 0.9162
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- ETA: 3s - loss: 0.2292 - acc: 0.9167
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- ETA: 3s - loss: 0.2281 - acc: 0.9166
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- ETA: 2s - loss: 0.2285 - acc: 0.9157
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- ETA: 2s - loss: 0.2292 - acc: 0.9157
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- ETA: 2s - loss: 0.2302 - acc: 0.9151
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- ETA: 1s - loss: 0.2312 - acc: 0.9144
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- ETA: 1s - loss: 0.2296 - acc: 0.9146
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- ETA: 1s - loss: 0.2273 - acc: 0.9153
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- ETA: 0s - loss: 0.2273 - acc: 0.9150
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- ETA: 0s - loss: 0.2289 - acc: 0.9144
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- ETA: 0s - loss: 0.2278 - acc: 0.9150
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- ETA: 0s - loss: 0.3671 - acc: 0.8906
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- ETA: 0s - loss: 0.3746 - acc: 0.8633
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- ETA: 0s - loss: 0.4050 - acc: 0.8620
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- ETA: 0s - loss: 0.3959 - acc: 0.8750
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- ETA: 0s - loss: 0.4185 - acc: 0.8781
768/878 [=========================>....]
- ETA: 0s - loss: 0.4217 - acc: 0.8711
878/878 [==============================]
- 1s 608us/sample - loss: 0.4016 - acc: 0.8736
39/39 [==============================]
- 13s 325ms/step - loss: 0.2269 - acc: 0.9153 - val_loss: 0.3991 - val_acc: 0.8736
Epoch 25/200
1/39 [..............................]
- ETA: 5s - loss: 0.1864 - acc: 0.9375
2/39 [>.............................]
- ETA: 5s - loss: 0.1975 - acc: 0.9297
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- ETA: 8s - loss: 0.1981 - acc: 0.9245
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- ETA: 8s - loss: 0.2138 - acc: 0.9180
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- ETA: 9s - loss: 0.2110 - acc: 0.9203
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- ETA: 9s - loss: 0.2113 - acc: 0.9245
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- ETA: 9s - loss: 0.1995 - acc: 0.9297
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- ETA: 9s - loss: 0.1900 - acc: 0.9346
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- ETA: 9s - loss: 0.2045 - acc: 0.9323
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- ETA: 9s - loss: 0.2121 - acc: 0.9297
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- ETA: 8s - loss: 0.2066 - acc: 0.9318
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- ETA: 8s - loss: 0.2185 - acc: 0.9251
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- ETA: 8s - loss: 0.2146 - acc: 0.9267
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- ETA: 8s - loss: 0.2128 - acc: 0.9263
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- ETA: 7s - loss: 0.2095 - acc: 0.9260
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- ETA: 7s - loss: 0.2105 - acc: 0.9243
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- ETA: 7s - loss: 0.2090 - acc: 0.9242
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- ETA: 6s - loss: 0.2105 - acc: 0.9232
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- ETA: 6s - loss: 0.2129 - acc: 0.9223
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- ETA: 6s - loss: 0.2126 - acc: 0.9234
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- ETA: 5s - loss: 0.2110 - acc: 0.9237
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- ETA: 5s - loss: 0.2125 - acc: 0.9237
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- ETA: 5s - loss: 0.2140 - acc: 0.9226
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- ETA: 4s - loss: 0.2118 - acc: 0.9244
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- ETA: 4s - loss: 0.2130 - acc: 0.9240
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- ETA: 4s - loss: 0.2110 - acc: 0.9248
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- ETA: 3s - loss: 0.2093 - acc: 0.9252
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- ETA: 3s - loss: 0.2101 - acc: 0.9240
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- ETA: 3s - loss: 0.2107 - acc: 0.9240
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- ETA: 2s - loss: 0.2103 - acc: 0.9243
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- ETA: 2s - loss: 0.2131 - acc: 0.9230
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- ETA: 2s - loss: 0.2132 - acc: 0.9234
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- ETA: 1s - loss: 0.2153 - acc: 0.9234
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- ETA: 1s - loss: 0.2177 - acc: 0.9224
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- ETA: 1s - loss: 0.2187 - acc: 0.9229
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- ETA: 0s - loss: 0.2217 - acc: 0.9224
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- ETA: 0s - loss: 0.2186 - acc: 0.9238
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- ETA: 0s - loss: 0.2776 - acc: 0.9062
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- ETA: 0s - loss: 0.3272 - acc: 0.8906
384/878 [============>.................]
- ETA: 0s - loss: 0.3187 - acc: 0.8984
512/878 [================>.............]
- ETA: 0s - loss: 0.3284 - acc: 0.9043
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- ETA: 0s - loss: 0.3370 - acc: 0.9031
768/878 [=========================>....]
- ETA: 0s - loss: 0.3363 - acc: 0.9010
878/878 [==============================]
- 1s 649us/sample - loss: 0.3242 - acc: 0.9009
39/39 [==============================]
- 14s 362ms/step - loss: 0.2177 - acc: 0.9244 - val_loss: 0.3228 - val_acc: 0.9009
Epoch 26/200
1/39 [..............................]
- ETA: 5s - loss: 0.2261 - acc: 0.9219
2/39 [>.............................]
- ETA: 5s - loss: 0.2083 - acc: 0.9258
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- ETA: 7s - loss: 0.2112 - acc: 0.9271
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- ETA: 8s - loss: 0.1920 - acc: 0.9331
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- ETA: 8s - loss: 0.1959 - acc: 0.9308
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- ETA: 9s - loss: 0.1990 - acc: 0.9279
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- ETA: 9s - loss: 0.2010 - acc: 0.9282
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- ETA: 9s - loss: 0.2004 - acc: 0.9254
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- ETA: 9s - loss: 0.2004 - acc: 0.9241
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- ETA: 8s - loss: 0.1971 - acc: 0.9231
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- ETA: 8s - loss: 0.2014 - acc: 0.9230
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- ETA: 8s - loss: 0.1974 - acc: 0.9235
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- ETA: 8s - loss: 0.2003 - acc: 0.9222
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- ETA: 8s - loss: 0.2022 - acc: 0.9216
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- ETA: 7s - loss: 0.2017 - acc: 0.9216
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- ETA: 7s - loss: 0.2013 - acc: 0.9226
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- ETA: 7s - loss: 0.2044 - acc: 0.9217
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- ETA: 7s - loss: 0.2096 - acc: 0.9195
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- ETA: 6s - loss: 0.2089 - acc: 0.9196
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- ETA: 6s - loss: 0.2117 - acc: 0.9189
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- ETA: 6s - loss: 0.2110 - acc: 0.9191
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- ETA: 5s - loss: 0.2112 - acc: 0.9192
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- ETA: 5s - loss: 0.2094 - acc: 0.9203
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- ETA: 2s - loss: 0.2065 - acc: 0.9225
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- ETA: 2s - loss: 0.2040 - acc: 0.9237
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- ETA: 2s - loss: 0.2012 - acc: 0.9251
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- ETA: 1s - loss: 0.2010 - acc: 0.9248
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- ETA: 1s - loss: 0.1982 - acc: 0.9262
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- ETA: 1s - loss: 0.1971 - acc: 0.9268
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- ETA: 0s - loss: 0.1962 - acc: 0.9273
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- ETA: 0s - loss: 0.1961 - acc: 0.9273
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- ETA: 0s - loss: 0.3061 - acc: 0.9141
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- ETA: 0s - loss: 0.3071 - acc: 0.9023
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- ETA: 0s - loss: 0.3371 - acc: 0.8932
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- ETA: 0s - loss: 0.3475 - acc: 0.8945
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- ETA: 0s - loss: 0.3400 - acc: 0.8953
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- ETA: 0s - loss: 0.3559 - acc: 0.8880
878/878 [==============================]
- 1s 615us/sample - loss: 0.3375 - acc: 0.8907
39/39 [==============================]
- 14s 361ms/step - loss: 0.1995 - acc: 0.9260 - val_loss: 0.3352 - val_acc: 0.8907
Epoch 27/200
1/39 [..............................]
- ETA: 5s - loss: 0.1096 - acc: 0.9453
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- ETA: 5s - loss: 0.1826 - acc: 0.9375
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- ETA: 7s - loss: 0.2380 - acc: 0.9141
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- ETA: 8s - loss: 0.2202 - acc: 0.9219
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- ETA: 9s - loss: 0.2067 - acc: 0.9281
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- ETA: 9s - loss: 0.2015 - acc: 0.9297
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- ETA: 9s - loss: 0.1929 - acc: 0.9342
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- ETA: 9s - loss: 0.1889 - acc: 0.9326
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- ETA: 8s - loss: 0.2026 - acc: 0.9280
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- ETA: 8s - loss: 0.1964 - acc: 0.9289
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- ETA: 8s - loss: 0.1932 - acc: 0.9290
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- ETA: 8s - loss: 0.1923 - acc: 0.9284
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- ETA: 8s - loss: 0.1939 - acc: 0.9279
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- ETA: 7s - loss: 0.2068 - acc: 0.9252
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- ETA: 7s - loss: 0.2019 - acc: 0.9266
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- ETA: 7s - loss: 0.2003 - acc: 0.9272
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878/878 [==============================]
- 1s 612us/sample - loss: 0.3512 - acc: 0.8815
39/39 [==============================]
- 14s 350ms/step - loss: 0.2284 - acc: 0.9127 - val_loss: 0.3508 - val_acc: 0.8815
Epoch 28/200
1/39 [..............................]
- ETA: 5s - loss: 0.2388 - acc: 0.8828
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- ETA: 5s - loss: 0.2266 - acc: 0.8987
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- ETA: 5s - loss: 0.2183 - acc: 0.8986
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878/878 [==============================]
- 1s 624us/sample - loss: 0.3541 - acc: 0.8941
39/39 [==============================]
- 13s 334ms/step - loss: 0.2252 - acc: 0.9161 - val_loss: 0.3524 - val_acc: 0.8941
Epoch 29/200
1/39 [..............................]
- ETA: 5s - loss: 0.2425 - acc: 0.9062
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- ETA: 6s - loss: 0.2192 - acc: 0.9258
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- ETA: 9s - loss: 0.1972 - acc: 0.9332
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- ETA: 9s - loss: 0.2031 - acc: 0.9282
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- ETA: 0s - loss: 0.1784 - acc: 0.9345
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- ETA: 0s - loss: 0.1806 - acc: 0.9329
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- ETA: 0s - loss: 0.3205 - acc: 0.8945
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- ETA: 0s - loss: 0.3527 - acc: 0.8828
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- ETA: 0s - loss: 0.3582 - acc: 0.8875
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- ETA: 0s - loss: 0.3603 - acc: 0.8828
878/878 [==============================]
- 1s 771us/sample - loss: 0.3450 - acc: 0.8827
39/39 [==============================]
- 14s 350ms/step - loss: 0.1822 - acc: 0.9324 - val_loss: 0.3432 - val_acc: 0.8827
Epoch 30/200
1/39 [..............................]
- ETA: 19s - loss: 0.1130 - acc: 0.9531
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- ETA: 13s - loss: 0.1379 - acc: 0.9414
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- ETA: 10s - loss: 0.1405 - acc: 0.9375
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- ETA: 3s - loss: 0.1786 - acc: 0.9297
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- ETA: 3s - loss: 0.1835 - acc: 0.9278
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- ETA: 2s - loss: 0.1856 - acc: 0.9268
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- ETA: 2s - loss: 0.1883 - acc: 0.9254
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- ETA: 2s - loss: 0.1882 - acc: 0.9250
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- ETA: 1s - loss: 0.1914 - acc: 0.9235
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- ETA: 1s - loss: 0.1899 - acc: 0.9237
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- ETA: 1s - loss: 0.1918 - acc: 0.9237
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- ETA: 0s - loss: 0.1911 - acc: 0.9243
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- ETA: 0s - loss: 0.1892 - acc: 0.9253
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- ETA: 0s - loss: 0.1880 - acc: 0.9251
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- ETA: 0s - loss: 0.2997 - acc: 0.9297
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- ETA: 0s - loss: 0.3438 - acc: 0.9023
384/878 [============>.................]
- ETA: 0s - loss: 0.3704 - acc: 0.8958
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- ETA: 0s - loss: 0.3781 - acc: 0.8965
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- ETA: 0s - loss: 0.3718 - acc: 0.8984
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- ETA: 0s - loss: 0.3808 - acc: 0.8932
878/878 [==============================]
- 1s 620us/sample - loss: 0.3698 - acc: 0.8918
39/39 [==============================]
- 13s 328ms/step - loss: 0.1884 - acc: 0.9248 - val_loss: 0.3685 - val_acc: 0.8918
Epoch 31/200
1/39 [..............................]
- ETA: 5s - loss: 0.1216 - acc: 0.9609
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- ETA: 5s - loss: 0.1286 - acc: 0.9492
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- ETA: 6s - loss: 0.1457 - acc: 0.9453
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- ETA: 7s - loss: 0.1671 - acc: 0.9453
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- ETA: 8s - loss: 0.1571 - acc: 0.9500
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- ETA: 8s - loss: 0.1582 - acc: 0.9505
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- ETA: 8s - loss: 0.1623 - acc: 0.9475
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- ETA: 8s - loss: 0.1832 - acc: 0.9375
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- ETA: 8s - loss: 0.1727 - acc: 0.9427
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- ETA: 8s - loss: 0.1704 - acc: 0.9453
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- ETA: 8s - loss: 0.1808 - acc: 0.9411
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- ETA: 8s - loss: 0.1834 - acc: 0.9375
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- ETA: 8s - loss: 0.1759 - acc: 0.9399
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- ETA: 7s - loss: 0.1808 - acc: 0.9375
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- ETA: 7s - loss: 0.1879 - acc: 0.9333
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- ETA: 7s - loss: 0.1895 - acc: 0.9312
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- ETA: 6s - loss: 0.1898 - acc: 0.9309
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- ETA: 6s - loss: 0.1902 - acc: 0.9309
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- ETA: 6s - loss: 0.1924 - acc: 0.9295
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- ETA: 6s - loss: 0.1907 - acc: 0.9307
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- ETA: 5s - loss: 0.1915 - acc: 0.9299
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- ETA: 5s - loss: 0.1940 - acc: 0.9299
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- ETA: 5s - loss: 0.1943 - acc: 0.9292
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- ETA: 3s - loss: 0.2008 - acc: 0.9299
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- ETA: 3s - loss: 0.2046 - acc: 0.9276
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- ETA: 3s - loss: 0.2059 - acc: 0.9266
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- ETA: 2s - loss: 0.2043 - acc: 0.9270
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- ETA: 2s - loss: 0.2039 - acc: 0.9276
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- ETA: 2s - loss: 0.2008 - acc: 0.9286
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- ETA: 1s - loss: 0.1990 - acc: 0.9294
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- ETA: 1s - loss: 0.1989 - acc: 0.9289
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- ETA: 1s - loss: 0.1997 - acc: 0.9285
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- ETA: 0s - loss: 0.1992 - acc: 0.9283
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- ETA: 0s - loss: 0.1989 - acc: 0.9286
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- ETA: 0s - loss: 0.2012 - acc: 0.9271
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- ETA: 0s - loss: 0.2207 - acc: 0.9375
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- ETA: 0s - loss: 0.2485 - acc: 0.9141
384/878 [============>.................]
- ETA: 0s - loss: 0.2740 - acc: 0.9089
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- ETA: 0s - loss: 0.2963 - acc: 0.9121
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- ETA: 0s - loss: 0.3070 - acc: 0.9109
768/878 [=========================>....]
- ETA: 0s - loss: 0.3127 - acc: 0.9076
878/878 [==============================]
- 1s 609us/sample - loss: 0.3029 - acc: 0.9066
39/39 [==============================]
- 14s 348ms/step - loss: 0.1994 - acc: 0.9284 - val_loss: 0.3017 - val_acc: 0.9066
Epoch 32/200
1/39 [..............................]
- ETA: 5s - loss: 0.1541 - acc: 0.9609
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- ETA: 10s - loss: 0.1401 - acc: 0.9531
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- ETA: 9s - loss: 0.1322 - acc: 0.9583
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- ETA: 8s - loss: 0.1442 - acc: 0.9533
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- ETA: 8s - loss: 0.1302 - acc: 0.9597
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- ETA: 8s - loss: 0.1311 - acc: 0.9573
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- ETA: 8s - loss: 0.1298 - acc: 0.9578
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- ETA: 8s - loss: 0.1477 - acc: 0.9502
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- ETA: 8s - loss: 0.1494 - acc: 0.9479
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- ETA: 8s - loss: 0.1512 - acc: 0.9453
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- ETA: 8s - loss: 0.1476 - acc: 0.9453
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- ETA: 6s - loss: 0.1660 - acc: 0.9362
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- ETA: 5s - loss: 0.1630 - acc: 0.9378
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- ETA: 5s - loss: 0.1628 - acc: 0.9378
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- ETA: 5s - loss: 0.1654 - acc: 0.9371
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- ETA: 4s - loss: 0.1716 - acc: 0.9343
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- ETA: 2s - loss: 0.1671 - acc: 0.9357
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- ETA: 2s - loss: 0.1651 - acc: 0.9362
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- ETA: 0s - loss: 0.1693 - acc: 0.9364
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- ETA: 0s - loss: 0.1674 - acc: 0.9373
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- ETA: 0s - loss: 0.2453 - acc: 0.9297
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- ETA: 0s - loss: 0.3025 - acc: 0.9062
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- ETA: 0s - loss: 0.3324 - acc: 0.9141
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- ETA: 0s - loss: 0.3323 - acc: 0.9102
878/878 [==============================]
- 1s 640us/sample - loss: 0.3227 - acc: 0.9077
39/39 [==============================]
- 13s 331ms/step - loss: 0.1691 - acc: 0.9371 - val_loss: 0.3215 - val_acc: 0.9077
Epoch 33/200
1/39 [..............................]
- ETA: 7s - loss: 0.1451 - acc: 0.9297
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- ETA: 7s - loss: 0.1632 - acc: 0.9258
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- ETA: 7s - loss: 0.1545 - acc: 0.9349
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- ETA: 8s - loss: 0.1600 - acc: 0.9375
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- ETA: 8s - loss: 0.1575 - acc: 0.9406
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- ETA: 8s - loss: 0.1660 - acc: 0.9349
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- ETA: 8s - loss: 0.1644 - acc: 0.9375
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- ETA: 8s - loss: 0.1774 - acc: 0.9355
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- ETA: 8s - loss: 0.1760 - acc: 0.9349
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- ETA: 8s - loss: 0.1697 - acc: 0.9383
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- ETA: 8s - loss: 0.1624 - acc: 0.9405
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- ETA: 7s - loss: 0.1582 - acc: 0.9425
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- ETA: 0s - loss: 0.1595 - acc: 0.9417
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- ETA: 0s - loss: 0.2345 - acc: 0.9375
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- ETA: 0s - loss: 0.2463 - acc: 0.9141
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- ETA: 0s - loss: 0.3051 - acc: 0.9125
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- ETA: 0s - loss: 0.3041 - acc: 0.9076
878/878 [==============================]
- 1s 601us/sample - loss: 0.2910 - acc: 0.9066
39/39 [==============================]
- 14s 346ms/step - loss: 0.1606 - acc: 0.9419 - val_loss: 0.2894 - val_acc: 0.9066
Epoch 34/200
1/39 [..............................]
- ETA: 23s - loss: 0.0749 - acc: 0.9766
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- ETA: 15s - loss: 0.0991 - acc: 0.9609
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- ETA: 12s - loss: 0.1153 - acc: 0.9505
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- ETA: 9s - loss: 0.1177 - acc: 0.9484
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- ETA: 8s - loss: 0.1170 - acc: 0.9492
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- ETA: 8s - loss: 0.1185 - acc: 0.9509
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- ETA: 8s - loss: 0.1243 - acc: 0.9473
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- ETA: 8s - loss: 0.1214 - acc: 0.9488
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- ETA: 8s - loss: 0.1209 - acc: 0.9508
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- ETA: 4s - loss: 0.1609 - acc: 0.9402
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- ETA: 3s - loss: 0.1659 - acc: 0.9378
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- ETA: 3s - loss: 0.1654 - acc: 0.9375
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- ETA: 2s - loss: 0.1659 - acc: 0.9370
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- ETA: 2s - loss: 0.1667 - acc: 0.9365
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- ETA: 2s - loss: 0.1664 - acc: 0.9365
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- ETA: 1s - loss: 0.1641 - acc: 0.9377
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- ETA: 1s - loss: 0.1656 - acc: 0.9370
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- ETA: 1s - loss: 0.1651 - acc: 0.9371
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- ETA: 0s - loss: 0.1649 - acc: 0.9368
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- ETA: 0s - loss: 0.1662 - acc: 0.9362
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- ETA: 0s - loss: 0.1650 - acc: 0.9366
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- ETA: 0s - loss: 0.2443 - acc: 0.9297
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- ETA: 0s - loss: 0.2310 - acc: 0.9258
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- ETA: 0s - loss: 0.2634 - acc: 0.9167
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- ETA: 0s - loss: 0.2936 - acc: 0.9238
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- ETA: 0s - loss: 0.3084 - acc: 0.9219
768/878 [=========================>....]
- ETA: 0s - loss: 0.3113 - acc: 0.9232
878/878 [==============================]
- 1s 607us/sample - loss: 0.3043 - acc: 0.9203
39/39 [==============================]
- 13s 330ms/step - loss: 0.1640 - acc: 0.9375 - val_loss: 0.3035 - val_acc: 0.9203
Epoch 35/200
1/39 [..............................]
- ETA: 5s - loss: 0.1373 - acc: 0.9297
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- ETA: 5s - loss: 0.1411 - acc: 0.9453
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- ETA: 6s - loss: 0.1454 - acc: 0.9479
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- ETA: 8s - loss: 0.1398 - acc: 0.9453
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- ETA: 8s - loss: 0.1641 - acc: 0.9359
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- ETA: 8s - loss: 0.1577 - acc: 0.9388
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- ETA: 8s - loss: 0.1634 - acc: 0.9342
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- ETA: 8s - loss: 0.1535 - acc: 0.9385
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- ETA: 8s - loss: 0.1574 - acc: 0.9375
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- ETA: 8s - loss: 0.1572 - acc: 0.9398
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- ETA: 8s - loss: 0.1623 - acc: 0.9382
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- ETA: 8s - loss: 0.1590 - acc: 0.9375
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- ETA: 7s - loss: 0.1612 - acc: 0.9363
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- ETA: 7s - loss: 0.1572 - acc: 0.9369
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- ETA: 7s - loss: 0.1516 - acc: 0.9396
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- ETA: 7s - loss: 0.1490 - acc: 0.9414
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- ETA: 6s - loss: 0.1540 - acc: 0.9393
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- ETA: 6s - loss: 0.1542 - acc: 0.9397
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- ETA: 6s - loss: 0.1546 - acc: 0.9396
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- ETA: 5s - loss: 0.1523 - acc: 0.9406
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- ETA: 5s - loss: 0.1504 - acc: 0.9423
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- ETA: 5s - loss: 0.1503 - acc: 0.9421
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- ETA: 4s - loss: 0.1497 - acc: 0.9421
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- ETA: 4s - loss: 0.1512 - acc: 0.9416
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- ETA: 4s - loss: 0.1495 - acc: 0.9426
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- ETA: 3s - loss: 0.1512 - acc: 0.9421
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- ETA: 3s - loss: 0.1510 - acc: 0.9428
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- ETA: 3s - loss: 0.1517 - acc: 0.9429
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- ETA: 2s - loss: 0.1520 - acc: 0.9429
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- ETA: 2s - loss: 0.1539 - acc: 0.9423
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- ETA: 2s - loss: 0.1533 - acc: 0.9429
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- ETA: 1s - loss: 0.1513 - acc: 0.9436
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- ETA: 1s - loss: 0.1504 - acc: 0.9437
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- ETA: 1s - loss: 0.1514 - acc: 0.9435
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- ETA: 0s - loss: 0.1519 - acc: 0.9436
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- ETA: 0s - loss: 0.1520 - acc: 0.9436
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- ETA: 0s - loss: 0.1520 - acc: 0.9434
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- ETA: 0s - loss: 0.2448 - acc: 0.9531
256/878 [=======>......................]
- ETA: 0s - loss: 0.2944 - acc: 0.9141
384/878 [============>.................]
- ETA: 0s - loss: 0.3212 - acc: 0.9010
512/878 [================>.............]
- ETA: 0s - loss: 0.3441 - acc: 0.9102
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- ETA: 0s - loss: 0.3523 - acc: 0.9141
768/878 [=========================>....]
- ETA: 0s - loss: 0.3491 - acc: 0.9141
878/878 [==============================]
- 1s 605us/sample - loss: 0.3385 - acc: 0.9112
39/39 [==============================]
- 13s 342ms/step - loss: 0.1523 - acc: 0.9429 - val_loss: 0.3372 - val_acc: 0.9112
Epoch 36/200
1/39 [..............................]
- ETA: 5s - loss: 0.1603 - acc: 0.9375
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- ETA: 5s - loss: 0.1497 - acc: 0.9414
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- ETA: 6s - loss: 0.1430 - acc: 0.9401
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- ETA: 7s - loss: 0.1380 - acc: 0.9434
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- ETA: 8s - loss: 0.1420 - acc: 0.9469
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- ETA: 8s - loss: 0.1387 - acc: 0.9479
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- ETA: 8s - loss: 0.1315 - acc: 0.9520
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- ETA: 8s - loss: 0.1311 - acc: 0.9512
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- ETA: 8s - loss: 0.1233 - acc: 0.9557
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- ETA: 8s - loss: 0.1257 - acc: 0.9539
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- ETA: 7s - loss: 0.1212 - acc: 0.9553
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- ETA: 7s - loss: 0.1310 - acc: 0.9512
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- ETA: 7s - loss: 0.1303 - acc: 0.9513
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- ETA: 7s - loss: 0.1337 - acc: 0.9481
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- ETA: 7s - loss: 0.1320 - acc: 0.9495
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- ETA: 6s - loss: 0.1323 - acc: 0.9487
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- ETA: 6s - loss: 0.1400 - acc: 0.9462
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- ETA: 6s - loss: 0.1406 - acc: 0.9470
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- ETA: 6s - loss: 0.1419 - acc: 0.9474
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- ETA: 5s - loss: 0.1453 - acc: 0.9469
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- ETA: 5s - loss: 0.1476 - acc: 0.9457
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- ETA: 5s - loss: 0.1474 - acc: 0.9453
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- ETA: 4s - loss: 0.1456 - acc: 0.9460
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- ETA: 4s - loss: 0.1492 - acc: 0.9456
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- ETA: 4s - loss: 0.1470 - acc: 0.9465
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- ETA: 3s - loss: 0.1458 - acc: 0.9468
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- ETA: 3s - loss: 0.1462 - acc: 0.9461
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- ETA: 3s - loss: 0.1457 - acc: 0.9467
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- ETA: 2s - loss: 0.1457 - acc: 0.9463
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- ETA: 2s - loss: 0.1457 - acc: 0.9461
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- ETA: 2s - loss: 0.1434 - acc: 0.9473
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- ETA: 1s - loss: 0.1421 - acc: 0.9474
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- ETA: 1s - loss: 0.1430 - acc: 0.9467
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- ETA: 1s - loss: 0.1405 - acc: 0.9478
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- ETA: 0s - loss: 0.1407 - acc: 0.9475
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- ETA: 0s - loss: 0.1397 - acc: 0.9478
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- ETA: 0s - loss: 0.1398 - acc: 0.9480
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- ETA: 0s - loss: 0.2073 - acc: 0.9453
256/878 [=======>......................]
- ETA: 0s - loss: 0.2670 - acc: 0.9180
384/878 [============>.................]
- ETA: 0s - loss: 0.2951 - acc: 0.9089
512/878 [================>.............]
- ETA: 0s - loss: 0.3121 - acc: 0.9082
640/878 [====================>.........]
- ETA: 0s - loss: 0.3067 - acc: 0.9109
768/878 [=========================>....]
- ETA: 0s - loss: 0.3092 - acc: 0.9102
878/878 [==============================]
- 1s 618us/sample - loss: 0.3005 - acc: 0.9089
39/39 [==============================]
- 13s 331ms/step - loss: 0.1386 - acc: 0.9489 - val_loss: 0.2995 - val_acc: 0.9089
Epoch 37/200
1/39 [..............................]
- ETA: 5s - loss: 0.1655 - acc: 0.9375
2/39 [>.............................]
- ETA: 5s - loss: 0.1866 - acc: 0.9336
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- ETA: 6s - loss: 0.1587 - acc: 0.9401
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- ETA: 7s - loss: 0.1315 - acc: 0.9551
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- ETA: 8s - loss: 0.1461 - acc: 0.9500
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- ETA: 8s - loss: 0.1304 - acc: 0.9570
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- ETA: 8s - loss: 0.1357 - acc: 0.9531
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- ETA: 8s - loss: 0.1309 - acc: 0.9541
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- ETA: 8s - loss: 0.1311 - acc: 0.9540
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- ETA: 8s - loss: 0.1289 - acc: 0.9540
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- ETA: 8s - loss: 0.1356 - acc: 0.9503
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- ETA: 8s - loss: 0.1390 - acc: 0.9492
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- ETA: 7s - loss: 0.1467 - acc: 0.9483
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- ETA: 7s - loss: 0.1460 - acc: 0.9487
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- ETA: 7s - loss: 0.1512 - acc: 0.9453
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- ETA: 7s - loss: 0.1511 - acc: 0.9463
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- ETA: 6s - loss: 0.1511 - acc: 0.9467
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- ETA: 6s - loss: 0.1520 - acc: 0.9462
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- ETA: 6s - loss: 0.1525 - acc: 0.9461
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- ETA: 6s - loss: 0.1523 - acc: 0.9473
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- ETA: 5s - loss: 0.1502 - acc: 0.9494
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- ETA: 5s - loss: 0.1502 - acc: 0.9489
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- ETA: 5s - loss: 0.1499 - acc: 0.9494
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- ETA: 4s - loss: 0.1508 - acc: 0.9489
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- ETA: 4s - loss: 0.1546 - acc: 0.9469
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- ETA: 3s - loss: 0.1543 - acc: 0.9465
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- ETA: 3s - loss: 0.1546 - acc: 0.9461
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- ETA: 3s - loss: 0.1559 - acc: 0.9456
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- ETA: 2s - loss: 0.1538 - acc: 0.9466
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- ETA: 2s - loss: 0.1537 - acc: 0.9463
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- ETA: 2s - loss: 0.1520 - acc: 0.9470
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- ETA: 1s - loss: 0.1504 - acc: 0.9477
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- ETA: 1s - loss: 0.1491 - acc: 0.9476
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- ETA: 1s - loss: 0.1493 - acc: 0.9466
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- ETA: 0s - loss: 0.1496 - acc: 0.9462
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- ETA: 0s - loss: 0.1492 - acc: 0.9462
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- ETA: 0s - loss: 0.1491 - acc: 0.9459
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- ETA: 0s - loss: 0.2500 - acc: 0.9453
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- ETA: 0s - loss: 0.3042 - acc: 0.9297
384/878 [============>.................]
- ETA: 0s - loss: 0.3402 - acc: 0.9141
512/878 [================>.............]
- ETA: 0s - loss: 0.3571 - acc: 0.9121
640/878 [====================>.........]
- ETA: 0s - loss: 0.3403 - acc: 0.9125
768/878 [=========================>....]
- ETA: 0s - loss: 0.3260 - acc: 0.9141
878/878 [==============================]
- 1s 604us/sample - loss: 0.3095 - acc: 0.9123
39/39 [==============================]
- 14s 348ms/step - loss: 0.1471 - acc: 0.9469 - val_loss: 0.3075 - val_acc: 0.9123
Epoch 38/200
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- ETA: 5s - loss: 0.1189 - acc: 0.9609
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878/878 [==============================]
- 1s 615us/sample - loss: 0.2837 - acc: 0.9248
39/39 [==============================]
- 13s 328ms/step - loss: 0.1429 - acc: 0.9493 - val_loss: 0.2818 - val_acc: 0.9248
Epoch 39/200
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- ETA: 5s - loss: 0.1758 - acc: 0.9375
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878/878 [==============================]
- 1s 666us/sample - loss: 0.3388 - acc: 0.9066
39/39 [==============================]
- 14s 353ms/step - loss: 0.1502 - acc: 0.9425 - val_loss: 0.3468 - val_acc: 0.9066
Epoch 40/200
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- ETA: 6s - loss: 0.1366 - acc: 0.9453
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- ETA: 0s - loss: 0.1372 - acc: 0.9500
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- ETA: 0s - loss: 0.1398 - acc: 0.9490
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- ETA: 0s - loss: 0.2604 - acc: 0.9023
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- ETA: 0s - loss: 0.3218 - acc: 0.9109
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- ETA: 0s - loss: 0.3290 - acc: 0.9102
878/878 [==============================]
- 1s 642us/sample - loss: 0.3164 - acc: 0.9123
39/39 [==============================]
- 13s 333ms/step - loss: 0.1393 - acc: 0.9487 - val_loss: 0.3148 - val_acc: 0.9123
Epoch 41/200
1/39 [..............................]
- ETA: 5s - loss: 0.1484 - acc: 0.9375
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- ETA: 5s - loss: 0.1494 - acc: 0.9453
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- ETA: 6s - loss: 0.1316 - acc: 0.9505
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- ETA: 1s - loss: 0.1146 - acc: 0.9575
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- ETA: 0s - loss: 0.1135 - acc: 0.9578
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- ETA: 0s - loss: 0.1127 - acc: 0.9579
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- ETA: 0s - loss: 0.2411 - acc: 0.9375
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- ETA: 0s - loss: 0.3338 - acc: 0.9180
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- ETA: 0s - loss: 0.3409 - acc: 0.9089
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- ETA: 0s - loss: 0.3534 - acc: 0.9121
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- ETA: 0s - loss: 0.3529 - acc: 0.9156
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- ETA: 0s - loss: 0.3525 - acc: 0.9128
878/878 [==============================]
- 1s 642us/sample - loss: 0.3410 - acc: 0.9134
39/39 [==============================]
- 14s 352ms/step - loss: 0.1114 - acc: 0.9584 - val_loss: 0.3396 - val_acc: 0.9134
Epoch 42/200
1/39 [..............................]
- ETA: 5s - loss: 0.1446 - acc: 0.9453
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- ETA: 5s - loss: 0.1128 - acc: 0.9570
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- ETA: 6s - loss: 0.1114 - acc: 0.9583
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- ETA: 8s - loss: 0.1127 - acc: 0.9563
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- ETA: 8s - loss: 0.1111 - acc: 0.9557
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- ETA: 6s - loss: 0.1048 - acc: 0.9579
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- ETA: 6s - loss: 0.1060 - acc: 0.9572
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- ETA: 1s - loss: 0.1133 - acc: 0.9558
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- ETA: 0s - loss: 0.1136 - acc: 0.9558
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- ETA: 0s - loss: 0.1141 - acc: 0.9563
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- ETA: 0s - loss: 0.1140 - acc: 0.9564
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- ETA: 0s - loss: 0.3541 - acc: 0.9141
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- ETA: 0s - loss: 0.3699 - acc: 0.9023
384/878 [============>.................]
- ETA: 0s - loss: 0.3785 - acc: 0.8984
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- ETA: 0s - loss: 0.3722 - acc: 0.9082
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- ETA: 0s - loss: 0.3687 - acc: 0.9078
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- ETA: 0s - loss: 0.3677 - acc: 0.9062
878/878 [==============================]
- 1s 647us/sample - loss: 0.3490 - acc: 0.9066
39/39 [==============================]
- 13s 332ms/step - loss: 0.1149 - acc: 0.9562 - val_loss: 0.3467 - val_acc: 0.9066
Epoch 43/200
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- ETA: 6s - loss: 0.1029 - acc: 0.9688
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- ETA: 6s - loss: 0.1570 - acc: 0.9570
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- ETA: 6s - loss: 0.1408 - acc: 0.9557
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- ETA: 8s - loss: 0.1240 - acc: 0.9635
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- ETA: 8s - loss: 0.1145 - acc: 0.9654
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- ETA: 8s - loss: 0.1358 - acc: 0.9580
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- ETA: 8s - loss: 0.1372 - acc: 0.9566
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- ETA: 8s - loss: 0.1383 - acc: 0.9547
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878/878 [==============================]
- 1s 901us/sample - loss: 0.3933 - acc: 0.9032
39/39 [==============================]
- 14s 352ms/step - loss: 0.1281 - acc: 0.9527 - val_loss: 0.3915 - val_acc: 0.9032
Epoch 44/200
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- ETA: 8s - loss: 0.1529 - acc: 0.9453
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- ETA: 7s - loss: 0.1858 - acc: 0.9336
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878/878 [==============================]
- 1s 611us/sample - loss: 0.3932 - acc: 0.8986
39/39 [==============================]
- 13s 324ms/step - loss: 0.1320 - acc: 0.9505 - val_loss: 0.3919 - val_acc: 0.8986
Epoch 45/200
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- ETA: 5s - loss: 0.1284 - acc: 0.9531
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- ETA: 5s - loss: 0.1045 - acc: 0.9648
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- ETA: 0s - loss: 0.1134 - acc: 0.9582
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- ETA: 0s - loss: 0.4143 - acc: 0.8919
878/878 [==============================]
- 1s 641us/sample - loss: 0.3988 - acc: 0.8929
39/39 [==============================]
- 14s 353ms/step - loss: 0.1158 - acc: 0.9568 - val_loss: 0.3969 - val_acc: 0.8929
Epoch 46/200
1/39 [..............................]
- ETA: 5s - loss: 0.1360 - acc: 0.9609
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- ETA: 5s - loss: 0.1703 - acc: 0.9414
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- ETA: 0s - loss: 0.1309 - acc: 0.9512
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- ETA: 0s - loss: 0.1331 - acc: 0.9506
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- ETA: 0s - loss: 0.1320 - acc: 0.9513
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- ETA: 0s - loss: 0.2538 - acc: 0.9297
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- ETA: 0s - loss: 0.3200 - acc: 0.9141
384/878 [============>.................]
- ETA: 0s - loss: 0.3289 - acc: 0.9141
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- ETA: 0s - loss: 0.3548 - acc: 0.9121
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- ETA: 0s - loss: 0.3595 - acc: 0.9125
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- ETA: 0s - loss: 0.3686 - acc: 0.9102
878/878 [==============================]
- 1s 702us/sample - loss: 0.3505 - acc: 0.9112
39/39 [==============================]
- 13s 332ms/step - loss: 0.1326 - acc: 0.9513 - val_loss: 0.3482 - val_acc: 0.9112
Epoch 47/200
1/39 [..............................]
- ETA: 8s - loss: 0.1233 - acc: 0.9531
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- ETA: 7s - loss: 0.0968 - acc: 0.9648
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- ETA: 6s - loss: 0.1140 - acc: 0.9661
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- ETA: 9s - loss: 0.1003 - acc: 0.9701
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- ETA: 9s - loss: 0.0951 - acc: 0.9707
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- ETA: 7s - loss: 0.0975 - acc: 0.9677
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- ETA: 6s - loss: 0.0994 - acc: 0.9671
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- ETA: 6s - loss: 0.0972 - acc: 0.9676
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- ETA: 5s - loss: 0.0990 - acc: 0.9666
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- ETA: 1s - loss: 0.1051 - acc: 0.9627
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- ETA: 0s - loss: 0.1054 - acc: 0.9625
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- ETA: 0s - loss: 0.1039 - acc: 0.9628
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- ETA: 0s - loss: 0.3167 - acc: 0.9375
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- ETA: 0s - loss: 0.3820 - acc: 0.9141
384/878 [============>.................]
- ETA: 0s - loss: 0.4150 - acc: 0.9010
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- ETA: 0s - loss: 0.4068 - acc: 0.9082
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- ETA: 0s - loss: 0.3861 - acc: 0.9125
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- ETA: 0s - loss: 0.3717 - acc: 0.9154
878/878 [==============================]
- 1s 634us/sample - loss: 0.3527 - acc: 0.9157
39/39 [==============================]
- 14s 355ms/step - loss: 0.1029 - acc: 0.9632 - val_loss: 0.3504 - val_acc: 0.9157
Epoch 48/200
1/39 [..............................]
- ETA: 5s - loss: 0.0531 - acc: 0.9844
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- ETA: 6s - loss: 0.0769 - acc: 0.9727
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- ETA: 5s - loss: 0.0633 - acc: 0.9792
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- ETA: 7s - loss: 0.0748 - acc: 0.9740
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- ETA: 8s - loss: 0.0854 - acc: 0.9665
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- ETA: 8s - loss: 0.0841 - acc: 0.9688
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- ETA: 7s - loss: 0.0830 - acc: 0.9688
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- ETA: 5s - loss: 0.0841 - acc: 0.9685
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- ETA: 2s - loss: 0.0829 - acc: 0.9678
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- ETA: 0s - loss: 0.0936 - acc: 0.9642
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- ETA: 0s - loss: 0.4691 - acc: 0.8971
878/878 [==============================]
- 1s 621us/sample - loss: 0.4454 - acc: 0.8975
39/39 [==============================]
- 13s 330ms/step - loss: 0.0945 - acc: 0.9648 - val_loss: 0.4425 - val_acc: 0.8975
Epoch 49/200
1/39 [..............................]
- ETA: 7s - loss: 0.0829 - acc: 0.9453
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- ETA: 7s - loss: 0.1213 - acc: 0.9453
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- ETA: 7s - loss: 0.1275 - acc: 0.9427
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- ETA: 8s - loss: 0.1277 - acc: 0.9453
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- ETA: 9s - loss: 0.1301 - acc: 0.9453
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- ETA: 9s - loss: 0.1239 - acc: 0.9475
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- ETA: 9s - loss: 0.1221 - acc: 0.9483
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- ETA: 9s - loss: 0.1264 - acc: 0.9453
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- ETA: 9s - loss: 0.1256 - acc: 0.9477
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- ETA: 0s - loss: 0.1089 - acc: 0.9570
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- ETA: 0s - loss: 0.4681 - acc: 0.9010
878/878 [==============================]
- 1s 661us/sample - loss: 0.4406 - acc: 0.9032
39/39 [==============================]
- 14s 361ms/step - loss: 0.1076 - acc: 0.9574 - val_loss: 0.4372 - val_acc: 0.9032
Epoch 50/200
1/39 [..............................]
- ETA: 5s - loss: 0.1076 - acc: 0.9375
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- ETA: 5s - loss: 0.1081 - acc: 0.9414
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- ETA: 7s - loss: 0.1036 - acc: 0.9505
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- ETA: 3s - loss: 0.1191 - acc: 0.9582
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- ETA: 0s - loss: 0.1137 - acc: 0.9606
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- ETA: 0s - loss: 0.1134 - acc: 0.9602
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- ETA: 0s - loss: 0.3340 - acc: 0.9297
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- ETA: 0s - loss: 0.3201 - acc: 0.8984
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- ETA: 0s - loss: 0.3342 - acc: 0.9010
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- ETA: 0s - loss: 0.3362 - acc: 0.9082
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- ETA: 0s - loss: 0.3370 - acc: 0.9078
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- ETA: 0s - loss: 0.3332 - acc: 0.9115
878/878 [==============================]
- 1s 611us/sample - loss: 0.3205 - acc: 0.9146
39/39 [==============================]
- 13s 334ms/step - loss: 0.1138 - acc: 0.9594 - val_loss: 0.3189 - val_acc: 0.9146
Epoch 51/200
1/39 [..............................]
- ETA: 8s - loss: 0.0880 - acc: 0.9688
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- ETA: 8s - loss: 0.0927 - acc: 0.9648
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- ETA: 7s - loss: 0.1028 - acc: 0.9583
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- ETA: 8s - loss: 0.1003 - acc: 0.9583
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- ETA: 8s - loss: 0.0927 - acc: 0.9594
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- ETA: 7s - loss: 0.1029 - acc: 0.9555
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- ETA: 7s - loss: 0.0982 - acc: 0.9577
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- ETA: 7s - loss: 0.0932 - acc: 0.9606
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- ETA: 6s - loss: 0.0972 - acc: 0.9602
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- ETA: 6s - loss: 0.0957 - acc: 0.9610
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- ETA: 6s - loss: 0.0950 - acc: 0.9614
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- ETA: 3s - loss: 0.0975 - acc: 0.9621
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- ETA: 3s - loss: 0.0999 - acc: 0.9615
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- ETA: 2s - loss: 0.0980 - acc: 0.9623
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- ETA: 2s - loss: 0.0980 - acc: 0.9628
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- ETA: 2s - loss: 0.1005 - acc: 0.9620
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- ETA: 1s - loss: 0.0994 - acc: 0.9624
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- ETA: 1s - loss: 0.0981 - acc: 0.9628
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- ETA: 1s - loss: 0.0981 - acc: 0.9632
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- ETA: 0s - loss: 0.0981 - acc: 0.9630
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- ETA: 0s - loss: 0.0988 - acc: 0.9627
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- ETA: 0s - loss: 0.0987 - acc: 0.9626
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- ETA: 0s - loss: 0.2317 - acc: 0.9531
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- ETA: 0s - loss: 0.3041 - acc: 0.9258
384/878 [============>.................]
- ETA: 0s - loss: 0.3630 - acc: 0.9141
512/878 [================>.............]
- ETA: 0s - loss: 0.3696 - acc: 0.9141
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- ETA: 0s - loss: 0.3758 - acc: 0.9141
768/878 [=========================>....]
- ETA: 0s - loss: 0.3751 - acc: 0.9167
878/878 [==============================]
- 1s 615us/sample - loss: 0.3574 - acc: 0.9169
39/39 [==============================]
- 13s 345ms/step - loss: 0.0975 - acc: 0.9634 - val_loss: 0.3552 - val_acc: 0.9169
Epoch 52/200
1/39 [..............................]
- ETA: 5s - loss: 0.0690 - acc: 0.9609
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- ETA: 6s - loss: 0.0960 - acc: 0.9570
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- ETA: 6s - loss: 0.0802 - acc: 0.9661
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- ETA: 7s - loss: 0.0859 - acc: 0.9688
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- ETA: 8s - loss: 0.0881 - acc: 0.9703
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- ETA: 8s - loss: 0.0839 - acc: 0.9714
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- ETA: 8s - loss: 0.0807 - acc: 0.9721
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- ETA: 8s - loss: 0.0906 - acc: 0.9688
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- ETA: 8s - loss: 0.0897 - acc: 0.9696
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- ETA: 8s - loss: 0.0882 - acc: 0.9691
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- ETA: 8s - loss: 0.0831 - acc: 0.9705
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- ETA: 7s - loss: 0.0802 - acc: 0.9712
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- ETA: 7s - loss: 0.0780 - acc: 0.9721
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- ETA: 7s - loss: 0.0765 - acc: 0.9729
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- ETA: 6s - loss: 0.0760 - acc: 0.9729
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- ETA: 6s - loss: 0.0776 - acc: 0.9726
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- ETA: 6s - loss: 0.0771 - acc: 0.9725
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- ETA: 5s - loss: 0.0774 - acc: 0.9726
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- ETA: 5s - loss: 0.0802 - acc: 0.9718
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- ETA: 4s - loss: 0.0845 - acc: 0.9698
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- ETA: 3s - loss: 0.0914 - acc: 0.9686
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- ETA: 3s - loss: 0.0926 - acc: 0.9675
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- ETA: 3s - loss: 0.0937 - acc: 0.9670
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- ETA: 2s - loss: 0.0940 - acc: 0.9665
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- ETA: 2s - loss: 0.0954 - acc: 0.9658
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- ETA: 2s - loss: 0.0963 - acc: 0.9652
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- ETA: 1s - loss: 0.0978 - acc: 0.9646
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- ETA: 1s - loss: 0.0977 - acc: 0.9645
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- ETA: 1s - loss: 0.0987 - acc: 0.9641
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- ETA: 0s - loss: 0.0988 - acc: 0.9643
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- ETA: 0s - loss: 0.1002 - acc: 0.9635
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- ETA: 0s - loss: 0.0993 - acc: 0.9639
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- ETA: 0s - loss: 0.2802 - acc: 0.9297
256/878 [=======>......................]
- ETA: 0s - loss: 0.3712 - acc: 0.9180
384/878 [============>.................]
- ETA: 0s - loss: 0.4052 - acc: 0.9141
512/878 [================>.............]
- ETA: 0s - loss: 0.4201 - acc: 0.9121
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- ETA: 0s - loss: 0.4152 - acc: 0.9094
768/878 [=========================>....]
- ETA: 0s - loss: 0.4134 - acc: 0.9049
878/878 [==============================]
- 1s 612us/sample - loss: 0.3951 - acc: 0.9089
39/39 [==============================]
- 13s 342ms/step - loss: 0.0997 - acc: 0.9636 - val_loss: 0.3929 - val_acc: 0.9089
Epoch 53/200
1/39 [..............................]
- ETA: 5s - loss: 0.0543 - acc: 0.9766
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- ETA: 5s - loss: 0.1015 - acc: 0.9570
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- ETA: 7s - loss: 0.0992 - acc: 0.9635
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- ETA: 8s - loss: 0.1164 - acc: 0.9570
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- ETA: 8s - loss: 0.1046 - acc: 0.9609
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- ETA: 9s - loss: 0.1034 - acc: 0.9596
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- ETA: 9s - loss: 0.0970 - acc: 0.9632
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- ETA: 9s - loss: 0.0936 - acc: 0.9639
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- ETA: 9s - loss: 0.0937 - acc: 0.9653
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- ETA: 8s - loss: 0.0977 - acc: 0.9625
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- ETA: 8s - loss: 0.0993 - acc: 0.9616
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- ETA: 8s - loss: 0.1001 - acc: 0.9615
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- ETA: 7s - loss: 0.0976 - acc: 0.9621
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- ETA: 7s - loss: 0.0936 - acc: 0.9641
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- ETA: 6s - loss: 0.0969 - acc: 0.9638
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- ETA: 6s - loss: 0.0935 - acc: 0.9654
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- ETA: 5s - loss: 0.0936 - acc: 0.9652
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- ETA: 5s - loss: 0.0935 - acc: 0.9646
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- ETA: 0s - loss: 0.0963 - acc: 0.9625
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- ETA: 0s - loss: 0.0951 - acc: 0.9629
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- ETA: 0s - loss: 0.0936 - acc: 0.9633
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- ETA: 0s - loss: 0.2854 - acc: 0.9531
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- ETA: 0s - loss: 0.3641 - acc: 0.9219
384/878 [============>.................]
- ETA: 0s - loss: 0.4116 - acc: 0.9141
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- ETA: 0s - loss: 0.4031 - acc: 0.9160
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- ETA: 0s - loss: 0.4088 - acc: 0.9187
768/878 [=========================>....]
- ETA: 0s - loss: 0.3967 - acc: 0.9193
878/878 [==============================]
- 1s 603us/sample - loss: 0.3759 - acc: 0.9191
39/39 [==============================]
- 14s 348ms/step - loss: 0.0932 - acc: 0.9632 - val_loss: 0.3733 - val_acc: 0.9191
Epoch 54/200
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- ETA: 5s - loss: 0.0561 - acc: 0.9688
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- ETA: 5s - loss: 0.0465 - acc: 0.9805
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- ETA: 6s - loss: 0.0795 - acc: 0.9635
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- ETA: 8s - loss: 0.0767 - acc: 0.9672
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- ETA: 8s - loss: 0.0901 - acc: 0.9609
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- ETA: 8s - loss: 0.0810 - acc: 0.9654
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- ETA: 0s - loss: 0.1080 - acc: 0.9593
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- ETA: 0s - loss: 0.1085 - acc: 0.9593
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- ETA: 0s - loss: 0.2975 - acc: 0.9375
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- ETA: 0s - loss: 0.3758 - acc: 0.9062
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- ETA: 0s - loss: 0.4633 - acc: 0.8958
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- ETA: 0s - loss: 0.4102 - acc: 0.9049
878/878 [==============================]
- 1s 609us/sample - loss: 0.3904 - acc: 0.9077
39/39 [==============================]
- 13s 333ms/step - loss: 0.1104 - acc: 0.9584 - val_loss: 0.3879 - val_acc: 0.9077
Epoch 55/200
1/39 [..............................]
- ETA: 5s - loss: 0.1544 - acc: 0.9375
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- ETA: 5s - loss: 0.1311 - acc: 0.9453
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- ETA: 7s - loss: 0.1032 - acc: 0.9609
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- ETA: 0s - loss: 0.1078 - acc: 0.9631
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- ETA: 0s - loss: 0.1093 - acc: 0.9631
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- ETA: 0s - loss: 0.2557 - acc: 0.9219
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- ETA: 0s - loss: 0.3393 - acc: 0.9102
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- ETA: 0s - loss: 0.4169 - acc: 0.8984
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- ETA: 0s - loss: 0.4159 - acc: 0.9043
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- ETA: 0s - loss: 0.4156 - acc: 0.9062
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- ETA: 0s - loss: 0.4059 - acc: 0.9089
878/878 [==============================]
- 1s 605us/sample - loss: 0.3817 - acc: 0.9123
39/39 [==============================]
- 14s 349ms/step - loss: 0.1129 - acc: 0.9614 - val_loss: 0.3788 - val_acc: 0.9123
Epoch 56/200
1/39 [..............................]
- ETA: 5s - loss: 0.1055 - acc: 0.9609
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- ETA: 5s - loss: 0.1046 - acc: 0.9531
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- ETA: 6s - loss: 0.1184 - acc: 0.9557
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- ETA: 6s - loss: 0.1198 - acc: 0.9597
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- ETA: 6s - loss: 0.1179 - acc: 0.9602
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- ETA: 5s - loss: 0.1200 - acc: 0.9579
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- ETA: 5s - loss: 0.1195 - acc: 0.9588
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- ETA: 3s - loss: 0.1120 - acc: 0.9599
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- ETA: 3s - loss: 0.1107 - acc: 0.9602
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- ETA: 2s - loss: 0.1094 - acc: 0.9605
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- ETA: 2s - loss: 0.1087 - acc: 0.9605
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- ETA: 2s - loss: 0.1071 - acc: 0.9615
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- ETA: 1s - loss: 0.1081 - acc: 0.9617
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- ETA: 1s - loss: 0.1061 - acc: 0.9626
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- ETA: 0s - loss: 0.1058 - acc: 0.9625
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- ETA: 0s - loss: 0.1043 - acc: 0.9631
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- ETA: 0s - loss: 0.1041 - acc: 0.9628
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- ETA: 0s - loss: 0.2198 - acc: 0.9453
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- ETA: 0s - loss: 0.3184 - acc: 0.9258
384/878 [============>.................]
- ETA: 0s - loss: 0.3533 - acc: 0.9219
512/878 [================>.............]
- ETA: 0s - loss: 0.3634 - acc: 0.9199
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- ETA: 0s - loss: 0.3623 - acc: 0.9203
768/878 [=========================>....]
- ETA: 0s - loss: 0.3631 - acc: 0.9193
878/878 [==============================]
- 1s 613us/sample - loss: 0.3395 - acc: 0.9214
39/39 [==============================]
- 13s 330ms/step - loss: 0.1037 - acc: 0.9630 - val_loss: 0.3366 - val_acc: 0.9214
Epoch 57/200
1/39 [..............................]
- ETA: 5s - loss: 0.0806 - acc: 0.9609
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- ETA: 5s - loss: 0.0680 - acc: 0.9688
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- ETA: 7s - loss: 0.0644 - acc: 0.9740
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- ETA: 8s - loss: 0.0875 - acc: 0.9750
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- ETA: 9s - loss: 0.0852 - acc: 0.9740
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- ETA: 9s - loss: 0.0860 - acc: 0.9710
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- ETA: 8s - loss: 0.0816 - acc: 0.9731
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- ETA: 8s - loss: 0.0765 - acc: 0.9758
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- ETA: 8s - loss: 0.0779 - acc: 0.9754
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- ETA: 7s - loss: 0.0775 - acc: 0.9760
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- ETA: 7s - loss: 0.0773 - acc: 0.9760
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- ETA: 7s - loss: 0.0799 - acc: 0.9741
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- ETA: 7s - loss: 0.0798 - acc: 0.9738
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- ETA: 6s - loss: 0.0787 - acc: 0.9735
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- ETA: 6s - loss: 0.0779 - acc: 0.9741
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- ETA: 6s - loss: 0.0764 - acc: 0.9750
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- ETA: 5s - loss: 0.0771 - acc: 0.9747
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- ETA: 5s - loss: 0.0818 - acc: 0.9727
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- ETA: 3s - loss: 0.0794 - acc: 0.9734
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- ETA: 3s - loss: 0.0801 - acc: 0.9729
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- ETA: 2s - loss: 0.0793 - acc: 0.9729
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- ETA: 2s - loss: 0.0780 - acc: 0.9733
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- ETA: 1s - loss: 0.0785 - acc: 0.9727
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- ETA: 1s - loss: 0.0813 - acc: 0.9711
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- ETA: 1s - loss: 0.0800 - acc: 0.9715
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- ETA: 0s - loss: 0.0802 - acc: 0.9714
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- ETA: 0s - loss: 0.0804 - acc: 0.9709
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- ETA: 0s - loss: 0.3815 - acc: 0.9297
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- ETA: 0s - loss: 0.4354 - acc: 0.8984
384/878 [============>.................]
- ETA: 0s - loss: 0.4624 - acc: 0.8906
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- ETA: 0s - loss: 0.4627 - acc: 0.8965
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- ETA: 0s - loss: 0.4440 - acc: 0.9016
768/878 [=========================>....]
- ETA: 0s - loss: 0.4330 - acc: 0.9023
878/878 [==============================]
- 1s 613us/sample - loss: 0.4110 - acc: 0.9043
39/39 [==============================]
- 14s 351ms/step - loss: 0.0824 - acc: 0.9700 - val_loss: 0.4083 - val_acc: 0.9043
Epoch 58/200
1/39 [..............................]
- ETA: 5s - loss: 0.1198 - acc: 0.9688
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- ETA: 5s - loss: 0.1021 - acc: 0.9688
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- ETA: 7s - loss: 0.0850 - acc: 0.9740
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- ETA: 8s - loss: 0.0787 - acc: 0.9750
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- ETA: 8s - loss: 0.1118 - acc: 0.9661
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- ETA: 8s - loss: 0.1054 - acc: 0.9665
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- ETA: 8s - loss: 0.1057 - acc: 0.9627
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- ETA: 8s - loss: 0.1112 - acc: 0.9609
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- ETA: 8s - loss: 0.1132 - acc: 0.9616
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- ETA: 7s - loss: 0.1051 - acc: 0.9632
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- ETA: 6s - loss: 0.1062 - acc: 0.9632
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- ETA: 6s - loss: 0.1076 - acc: 0.9627
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- ETA: 5s - loss: 0.1056 - acc: 0.9630
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- ETA: 5s - loss: 0.1083 - acc: 0.9607
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- ETA: 5s - loss: 0.1115 - acc: 0.9589
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- ETA: 3s - loss: 0.1038 - acc: 0.9616
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- ETA: 2s - loss: 0.1088 - acc: 0.9605
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- ETA: 0s - loss: 0.1097 - acc: 0.9608
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- ETA: 0s - loss: 0.1093 - acc: 0.9606
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- ETA: 0s - loss: 0.1075 - acc: 0.9614
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- ETA: 0s - loss: 0.3823 - acc: 0.9297
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- ETA: 0s - loss: 0.4104 - acc: 0.8984
384/878 [============>.................]
- ETA: 0s - loss: 0.4319 - acc: 0.8854
512/878 [================>.............]
- ETA: 0s - loss: 0.4176 - acc: 0.8984
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- ETA: 0s - loss: 0.3976 - acc: 0.9016
768/878 [=========================>....]
- ETA: 0s - loss: 0.3833 - acc: 0.9023
878/878 [==============================]
- 1s 599us/sample - loss: 0.3567 - acc: 0.9043
39/39 [==============================]
- 13s 330ms/step - loss: 0.1068 - acc: 0.9616 - val_loss: 0.3534 - val_acc: 0.9043
Epoch 59/200
1/39 [..............................]
- ETA: 5s - loss: 0.1341 - acc: 0.9453
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- ETA: 5s - loss: 0.1632 - acc: 0.9336
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- ETA: 6s - loss: 0.1293 - acc: 0.9479
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- ETA: 8s - loss: 0.1180 - acc: 0.9512
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- ETA: 8s - loss: 0.1065 - acc: 0.9578
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- ETA: 8s - loss: 0.0965 - acc: 0.9622
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- ETA: 8s - loss: 0.0858 - acc: 0.9665
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- ETA: 8s - loss: 0.0879 - acc: 0.9668
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- ETA: 8s - loss: 0.0857 - acc: 0.9670
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- ETA: 8s - loss: 0.0886 - acc: 0.9641
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- ETA: 8s - loss: 0.0874 - acc: 0.9638
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- ETA: 8s - loss: 0.0867 - acc: 0.9635
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- ETA: 7s - loss: 0.0843 - acc: 0.9645
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- ETA: 7s - loss: 0.0844 - acc: 0.9654
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- ETA: 7s - loss: 0.0818 - acc: 0.9667
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- ETA: 7s - loss: 0.0845 - acc: 0.9653
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878/878 [==============================]
- 1s 998us/sample - loss: 0.3798 - acc: 0.9134
39/39 [==============================]
- 14s 354ms/step - loss: 0.0729 - acc: 0.9718 - val_loss: 0.3772 - val_acc: 0.9134
Epoch 60/200
1/39 [..............................]
- ETA: 6s - loss: 0.0370 - acc: 0.9844
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- ETA: 5s - loss: 0.0505 - acc: 0.9805
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- ETA: 5s - loss: 0.0672 - acc: 0.9792
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- ETA: 0s - loss: 0.0769 - acc: 0.9748
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- ETA: 0s - loss: 0.0793 - acc: 0.9740
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- ETA: 0s - loss: 0.3698 - acc: 0.9128
878/878 [==============================]
- 1s 620us/sample - loss: 0.3484 - acc: 0.9146
39/39 [==============================]
- 13s 324ms/step - loss: 0.0798 - acc: 0.9739 - val_loss: 0.3457 - val_acc: 0.9146
Epoch 61/200
1/39 [..............................]
- ETA: 5s - loss: 0.0835 - acc: 0.9453
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- ETA: 5s - loss: 0.1139 - acc: 0.9414
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- ETA: 7s - loss: 0.0908 - acc: 0.9583
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- ETA: 9s - loss: 0.0834 - acc: 0.9648
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- ETA: 8s - loss: 0.0884 - acc: 0.9648
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- ETA: 7s - loss: 0.0924 - acc: 0.9661
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- ETA: 3s - loss: 0.0908 - acc: 0.9674
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- ETA: 2s - loss: 0.0873 - acc: 0.9678
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- ETA: 2s - loss: 0.0908 - acc: 0.9664
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- ETA: 1s - loss: 0.0933 - acc: 0.9659
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- ETA: 0s - loss: 0.0930 - acc: 0.9660
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- ETA: 0s - loss: 0.0936 - acc: 0.9657
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- ETA: 0s - loss: 0.0934 - acc: 0.9657
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- ETA: 0s - loss: 0.3781 - acc: 0.9219
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- ETA: 0s - loss: 0.3615 - acc: 0.9023
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- ETA: 0s - loss: 0.3941 - acc: 0.8932
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- ETA: 0s - loss: 0.4168 - acc: 0.8984
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- ETA: 0s - loss: 0.4035 - acc: 0.9000
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- ETA: 0s - loss: 0.3878 - acc: 0.9010
878/878 [==============================]
- 1s 766us/sample - loss: 0.3584 - acc: 0.9055
39/39 [==============================]
- 14s 349ms/step - loss: 0.0924 - acc: 0.9662 - val_loss: 0.3548 - val_acc: 0.9055
Epoch 62/200
1/39 [..............................]
- ETA: 19s - loss: 0.0966 - acc: 0.9688
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- ETA: 12s - loss: 0.1166 - acc: 0.9609
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- ETA: 10s - loss: 0.1095 - acc: 0.9505
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- ETA: 8s - loss: 0.0880 - acc: 0.9609
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- ETA: 8s - loss: 0.0868 - acc: 0.9622
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- ETA: 6s - loss: 0.0850 - acc: 0.9621
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- ETA: 6s - loss: 0.0873 - acc: 0.9625
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- ETA: 6s - loss: 0.0859 - acc: 0.9637
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- ETA: 6s - loss: 0.0849 - acc: 0.9635
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- ETA: 5s - loss: 0.0843 - acc: 0.9642
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- ETA: 5s - loss: 0.0822 - acc: 0.9652
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- ETA: 5s - loss: 0.0815 - acc: 0.9657
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- ETA: 4s - loss: 0.0796 - acc: 0.9654
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- ETA: 4s - loss: 0.0786 - acc: 0.9662
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- ETA: 3s - loss: 0.0776 - acc: 0.9665
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- ETA: 3s - loss: 0.0777 - acc: 0.9666
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- ETA: 3s - loss: 0.0766 - acc: 0.9672
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- ETA: 2s - loss: 0.0760 - acc: 0.9678
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- ETA: 2s - loss: 0.0783 - acc: 0.9668
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- ETA: 2s - loss: 0.0789 - acc: 0.9666
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- ETA: 1s - loss: 0.0783 - acc: 0.9669
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- ETA: 1s - loss: 0.0777 - acc: 0.9670
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- ETA: 1s - loss: 0.0793 - acc: 0.9664
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- ETA: 0s - loss: 0.0785 - acc: 0.9667
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- ETA: 0s - loss: 0.0782 - acc: 0.9671
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- ETA: 0s - loss: 0.0779 - acc: 0.9672
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- ETA: 0s - loss: 0.3660 - acc: 0.9375
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- ETA: 0s - loss: 0.3773 - acc: 0.9180
384/878 [============>.................]
- ETA: 0s - loss: 0.4148 - acc: 0.9089
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- ETA: 0s - loss: 0.4368 - acc: 0.9082
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- ETA: 0s - loss: 0.4499 - acc: 0.9078
768/878 [=========================>....]
- ETA: 0s - loss: 0.4587 - acc: 0.9036
878/878 [==============================]
- 1s 712us/sample - loss: 0.4350 - acc: 0.9077
39/39 [==============================]
- 13s 332ms/step - loss: 0.0772 - acc: 0.9674 - val_loss: 0.4321 - val_acc: 0.9077
Epoch 63/200
1/39 [..............................]
- ETA: 8s - loss: 0.0350 - acc: 0.9922
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- ETA: 7s - loss: 0.0774 - acc: 0.9648
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- ETA: 7s - loss: 0.0709 - acc: 0.9714
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- ETA: 8s - loss: 0.0988 - acc: 0.9629
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- ETA: 8s - loss: 0.0898 - acc: 0.9656
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- ETA: 9s - loss: 0.0813 - acc: 0.9688
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- ETA: 9s - loss: 0.0774 - acc: 0.9710
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- ETA: 9s - loss: 0.0721 - acc: 0.9736
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- ETA: 9s - loss: 0.0685 - acc: 0.9757
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- ETA: 8s - loss: 0.0716 - acc: 0.9734
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- ETA: 8s - loss: 0.0792 - acc: 0.9709
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- ETA: 8s - loss: 0.0804 - acc: 0.9707
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- ETA: 8s - loss: 0.0877 - acc: 0.9688
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- ETA: 7s - loss: 0.0886 - acc: 0.9693
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- ETA: 7s - loss: 0.0878 - acc: 0.9698
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- ETA: 7s - loss: 0.0857 - acc: 0.9702
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- ETA: 7s - loss: 0.0853 - acc: 0.9710
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- ETA: 6s - loss: 0.0834 - acc: 0.9714
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- ETA: 6s - loss: 0.0816 - acc: 0.9720
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- ETA: 6s - loss: 0.0830 - acc: 0.9715
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- ETA: 5s - loss: 0.0816 - acc: 0.9721
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- ETA: 5s - loss: 0.0822 - acc: 0.9712
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- ETA: 5s - loss: 0.0808 - acc: 0.9715
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- ETA: 4s - loss: 0.0848 - acc: 0.9701
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- ETA: 4s - loss: 0.0830 - acc: 0.9706
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- ETA: 4s - loss: 0.0885 - acc: 0.9697
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- ETA: 3s - loss: 0.0870 - acc: 0.9702
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- ETA: 3s - loss: 0.0848 - acc: 0.9710
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- ETA: 3s - loss: 0.0841 - acc: 0.9709
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- ETA: 2s - loss: 0.0828 - acc: 0.9712
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- ETA: 2s - loss: 0.0826 - acc: 0.9709
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- ETA: 2s - loss: 0.0813 - acc: 0.9713
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- ETA: 1s - loss: 0.0804 - acc: 0.9715
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- ETA: 1s - loss: 0.0811 - acc: 0.9707
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- ETA: 1s - loss: 0.0813 - acc: 0.9706
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- ETA: 0s - loss: 0.0824 - acc: 0.9708
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- ETA: 0s - loss: 0.0813 - acc: 0.9710
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- ETA: 0s - loss: 0.0803 - acc: 0.9711
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- ETA: 0s - loss: 0.3952 - acc: 0.9375
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- ETA: 0s - loss: 0.4486 - acc: 0.8984
384/878 [============>.................]
- ETA: 0s - loss: 0.4828 - acc: 0.8958
512/878 [================>.............]
- ETA: 0s - loss: 0.4702 - acc: 0.9023
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- ETA: 0s - loss: 0.4841 - acc: 0.8984
768/878 [=========================>....]
- ETA: 0s - loss: 0.4814 - acc: 0.8971
878/878 [==============================]
- 1s 605us/sample - loss: 0.4483 - acc: 0.9009
39/39 [==============================]
- 14s 347ms/step - loss: 0.0792 - acc: 0.9716 - val_loss: 0.4442 - val_acc: 0.9009
Epoch 64/200
1/39 [..............................]
- ETA: 6s - loss: 0.0767 - acc: 0.9766
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- ETA: 6s - loss: 0.1094 - acc: 0.9570
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- ETA: 6s - loss: 0.1133 - acc: 0.9583
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- ETA: 7s - loss: 0.1045 - acc: 0.9609
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- ETA: 8s - loss: 0.1003 - acc: 0.9597
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- ETA: 8s - loss: 0.0978 - acc: 0.9599
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- ETA: 8s - loss: 0.0909 - acc: 0.9647
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- ETA: 8s - loss: 0.0954 - acc: 0.9622
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- ETA: 8s - loss: 0.0929 - acc: 0.9612
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- ETA: 8s - loss: 0.0926 - acc: 0.9611
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- ETA: 8s - loss: 0.0932 - acc: 0.9633
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- ETA: 7s - loss: 0.0905 - acc: 0.9644
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- ETA: 7s - loss: 0.0878 - acc: 0.9653
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- ETA: 7s - loss: 0.0864 - acc: 0.9662
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- ETA: 7s - loss: 0.0870 - acc: 0.9663
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- ETA: 6s - loss: 0.0855 - acc: 0.9670
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- ETA: 6s - loss: 0.0851 - acc: 0.9672
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- ETA: 6s - loss: 0.0855 - acc: 0.9673
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- ETA: 5s - loss: 0.0854 - acc: 0.9677
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- ETA: 5s - loss: 0.0854 - acc: 0.9685
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- ETA: 5s - loss: 0.0892 - acc: 0.9675
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- ETA: 4s - loss: 0.0890 - acc: 0.9672
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- ETA: 4s - loss: 0.0885 - acc: 0.9676
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- ETA: 4s - loss: 0.0868 - acc: 0.9682
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- ETA: 3s - loss: 0.0854 - acc: 0.9692
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- ETA: 3s - loss: 0.0859 - acc: 0.9686
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- ETA: 3s - loss: 0.0856 - acc: 0.9683
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878/878 [==============================]
- 1s 630us/sample - loss: 0.3777 - acc: 0.9146
39/39 [==============================]
- 13s 332ms/step - loss: 0.0853 - acc: 0.9680 - val_loss: 0.3741 - val_acc: 0.9146
Epoch 65/200
1/39 [..............................]
- ETA: 23s - loss: 0.0384 - acc: 0.9922
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- ETA: 15s - loss: 0.0659 - acc: 0.9805
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- ETA: 11s - loss: 0.0550 - acc: 0.9844
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878/878 [==============================]
- 1s 604us/sample - loss: 0.3734 - acc: 0.9191
39/39 [==============================]
- 14s 349ms/step - loss: 0.0640 - acc: 0.9767 - val_loss: 0.3710 - val_acc: 0.9191
Epoch 66/200
1/39 [..............................]
- ETA: 5s - loss: 0.0373 - acc: 0.9844
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- ETA: 5s - loss: 0.0350 - acc: 0.9805
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- ETA: 0s - loss: 0.0711 - acc: 0.9748
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- ETA: 0s - loss: 0.0711 - acc: 0.9748
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- ETA: 0s - loss: 0.3652 - acc: 0.9062
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- ETA: 0s - loss: 0.3593 - acc: 0.9062
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- ETA: 0s - loss: 0.3854 - acc: 0.8984
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- ETA: 0s - loss: 0.4275 - acc: 0.9094
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- ETA: 0s - loss: 0.4217 - acc: 0.9115
878/878 [==============================]
- 1s 615us/sample - loss: 0.4036 - acc: 0.9146
39/39 [==============================]
- 13s 337ms/step - loss: 0.0731 - acc: 0.9741 - val_loss: 0.4014 - val_acc: 0.9146
Epoch 67/200
1/39 [..............................]
- ETA: 5s - loss: 0.0768 - acc: 0.9609
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- ETA: 5s - loss: 0.0861 - acc: 0.9648
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- ETA: 7s - loss: 0.0721 - acc: 0.9740
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- ETA: 9s - loss: 0.0506 - acc: 0.9852
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- ETA: 9s - loss: 0.0526 - acc: 0.9831
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- ETA: 6s - loss: 0.0550 - acc: 0.9809
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- ETA: 6s - loss: 0.0606 - acc: 0.9787
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- ETA: 5s - loss: 0.0617 - acc: 0.9783
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- ETA: 5s - loss: 0.0648 - acc: 0.9771
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- ETA: 3s - loss: 0.0714 - acc: 0.9739
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- ETA: 1s - loss: 0.0753 - acc: 0.9712
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- ETA: 0s - loss: 0.0744 - acc: 0.9714
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- ETA: 0s - loss: 0.0746 - acc: 0.9713
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- ETA: 0s - loss: 0.2759 - acc: 0.9375
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- ETA: 0s - loss: 0.3278 - acc: 0.9102
384/878 [============>.................]
- ETA: 0s - loss: 0.3849 - acc: 0.9062
512/878 [================>.............]
- ETA: 0s - loss: 0.4030 - acc: 0.9102
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- ETA: 0s - loss: 0.4035 - acc: 0.9094
768/878 [=========================>....]
- ETA: 0s - loss: 0.4015 - acc: 0.9102
878/878 [==============================]
- 1s 616us/sample - loss: 0.3919 - acc: 0.9134
39/39 [==============================]
- 14s 354ms/step - loss: 0.0761 - acc: 0.9704 - val_loss: 0.3908 - val_acc: 0.9134
Epoch 68/200
1/39 [..............................]
- ETA: 5s - loss: 0.0631 - acc: 0.9766
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- ETA: 5s - loss: 0.0424 - acc: 0.9883
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- ETA: 6s - loss: 0.0507 - acc: 0.9844
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- ETA: 8s - loss: 0.0550 - acc: 0.9844
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- ETA: 8s - loss: 0.0551 - acc: 0.9826
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- ETA: 8s - loss: 0.0623 - acc: 0.9772
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- ETA: 8s - loss: 0.0584 - acc: 0.9791
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- ETA: 8s - loss: 0.0624 - acc: 0.9779
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- ETA: 8s - loss: 0.0612 - acc: 0.9786
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- ETA: 8s - loss: 0.0626 - acc: 0.9777
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- ETA: 7s - loss: 0.0685 - acc: 0.9784
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- ETA: 6s - loss: 0.0726 - acc: 0.9768
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- ETA: 6s - loss: 0.0709 - acc: 0.9777
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- ETA: 6s - loss: 0.0713 - acc: 0.9777
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- ETA: 6s - loss: 0.0710 - acc: 0.9776
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- ETA: 5s - loss: 0.0699 - acc: 0.9780
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- ETA: 5s - loss: 0.0736 - acc: 0.9771
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- ETA: 3s - loss: 0.0804 - acc: 0.9753
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- ETA: 3s - loss: 0.0789 - acc: 0.9759
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- ETA: 3s - loss: 0.0778 - acc: 0.9756
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- ETA: 2s - loss: 0.0788 - acc: 0.9754
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- ETA: 2s - loss: 0.0808 - acc: 0.9752
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- ETA: 2s - loss: 0.0813 - acc: 0.9745
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- ETA: 1s - loss: 0.0808 - acc: 0.9746
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- ETA: 1s - loss: 0.0811 - acc: 0.9742
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- ETA: 0s - loss: 0.0811 - acc: 0.9739
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- ETA: 0s - loss: 0.0801 - acc: 0.9741
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- ETA: 0s - loss: 0.0799 - acc: 0.9740
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- ETA: 0s - loss: 0.2148 - acc: 0.9375
256/878 [=======>......................]
- ETA: 0s - loss: 0.2879 - acc: 0.9219
384/878 [============>.................]
- ETA: 0s - loss: 0.2872 - acc: 0.9141
512/878 [================>.............]
- ETA: 0s - loss: 0.3323 - acc: 0.9199
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- ETA: 0s - loss: 0.3474 - acc: 0.9203
768/878 [=========================>....]
- ETA: 0s - loss: 0.3475 - acc: 0.9245
878/878 [==============================]
- 1s 1ms/sample - loss: 0.3371 - acc: 0.9260
39/39 [==============================]
- 14s 351ms/step - loss: 0.0802 - acc: 0.9739 - val_loss: 0.3358 - val_acc: 0.9260
Epoch 69/200
1/39 [..............................]
- ETA: 7s - loss: 0.0711 - acc: 0.9531
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- ETA: 7s - loss: 0.0490 - acc: 0.9727
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- ETA: 6s - loss: 0.0522 - acc: 0.9766
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- ETA: 7s - loss: 0.0524 - acc: 0.9781
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- ETA: 7s - loss: 0.0554 - acc: 0.9766
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- ETA: 8s - loss: 0.0502 - acc: 0.9792
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- ETA: 8s - loss: 0.0508 - acc: 0.9797
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- ETA: 8s - loss: 0.0559 - acc: 0.9773
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- ETA: 7s - loss: 0.0566 - acc: 0.9786
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- ETA: 6s - loss: 0.0581 - acc: 0.9790
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- ETA: 6s - loss: 0.0564 - acc: 0.9797
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- ETA: 5s - loss: 0.0561 - acc: 0.9798
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- ETA: 3s - loss: 0.0571 - acc: 0.9801
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- ETA: 3s - loss: 0.0586 - acc: 0.9789
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- ETA: 2s - loss: 0.0584 - acc: 0.9791
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- ETA: 1s - loss: 0.0606 - acc: 0.9778
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- ETA: 0s - loss: 0.0613 - acc: 0.9775
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- ETA: 0s - loss: 0.0608 - acc: 0.9775
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- ETA: 0s - loss: 0.2627 - acc: 0.9453
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- ETA: 0s - loss: 0.3606 - acc: 0.9219
384/878 [============>.................]
- ETA: 0s - loss: 0.4303 - acc: 0.9141
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- ETA: 0s - loss: 0.4223 - acc: 0.9180
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- ETA: 0s - loss: 0.4223 - acc: 0.9187
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- ETA: 0s - loss: 0.4196 - acc: 0.9180
878/878 [==============================]
- 1s 651us/sample - loss: 0.3993 - acc: 0.9191
39/39 [==============================]
- 14s 356ms/step - loss: 0.0609 - acc: 0.9775 - val_loss: 0.3968 - val_acc: 0.9191
Epoch 70/200
1/39 [..............................]
- ETA: 5s - loss: 0.0434 - acc: 0.9844
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- ETA: 5s - loss: 0.0418 - acc: 0.9805
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- ETA: 7s - loss: 0.0362 - acc: 0.9844
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- ETA: 8s - loss: 0.0338 - acc: 0.9863
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- ETA: 8s - loss: 0.0376 - acc: 0.9859
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- ETA: 8s - loss: 0.0428 - acc: 0.9805
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- ETA: 8s - loss: 0.0463 - acc: 0.9788
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- ETA: 8s - loss: 0.0454 - acc: 0.9785
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- ETA: 8s - loss: 0.0409 - acc: 0.9806
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- ETA: 8s - loss: 0.0423 - acc: 0.9810
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- ETA: 8s - loss: 0.0455 - acc: 0.9798
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- ETA: 8s - loss: 0.0471 - acc: 0.9796
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- ETA: 7s - loss: 0.0480 - acc: 0.9793
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- ETA: 7s - loss: 0.0461 - acc: 0.9803
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- ETA: 7s - loss: 0.0473 - acc: 0.9795
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- ETA: 6s - loss: 0.0476 - acc: 0.9793
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- ETA: 6s - loss: 0.0480 - acc: 0.9791
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- ETA: 6s - loss: 0.0469 - acc: 0.9799
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- ETA: 6s - loss: 0.0472 - acc: 0.9793
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- ETA: 5s - loss: 0.0484 - acc: 0.9791
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- ETA: 5s - loss: 0.0486 - acc: 0.9794
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- ETA: 4s - loss: 0.0509 - acc: 0.9793
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- ETA: 3s - loss: 0.0516 - acc: 0.9790
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- ETA: 3s - loss: 0.0522 - acc: 0.9791
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- ETA: 1s - loss: 0.0493 - acc: 0.9807
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- ETA: 0s - loss: 0.0492 - acc: 0.9806
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- ETA: 0s - loss: 0.0488 - acc: 0.9809
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- ETA: 0s - loss: 0.0505 - acc: 0.9804
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- ETA: 0s - loss: 0.4455 - acc: 0.9297
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- ETA: 0s - loss: 0.4872 - acc: 0.9102
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- ETA: 0s - loss: 0.5614 - acc: 0.8906
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- ETA: 0s - loss: 0.5312 - acc: 0.8965
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- ETA: 0s - loss: 0.5095 - acc: 0.8984
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- ETA: 0s - loss: 0.4943 - acc: 0.8945
878/878 [==============================]
- 1s 660us/sample - loss: 0.4671 - acc: 0.8975
39/39 [==============================]
- 13s 341ms/step - loss: 0.0509 - acc: 0.9803 - val_loss: 0.4637 - val_acc: 0.8975
Epoch 71/200
1/39 [..............................]
- ETA: 5s - loss: 0.0674 - acc: 0.9766
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- ETA: 6s - loss: 0.0650 - acc: 0.9766
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- ETA: 8s - loss: 0.0478 - acc: 0.9844
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- ETA: 9s - loss: 0.0413 - acc: 0.9883
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- ETA: 9s - loss: 0.0456 - acc: 0.9844
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- ETA: 10s - loss: 0.0441 - acc: 0.9844
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- ETA: 9s - loss: 0.0459 - acc: 0.9829
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- ETA: 9s - loss: 0.0526 - acc: 0.9811
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- ETA: 9s - loss: 0.0521 - acc: 0.9815
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- ETA: 9s - loss: 0.0503 - acc: 0.9826
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- ETA: 9s - loss: 0.0571 - acc: 0.9791
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- ETA: 8s - loss: 0.0604 - acc: 0.9776
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- ETA: 8s - loss: 0.0649 - acc: 0.9757
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- ETA: 8s - loss: 0.0613 - acc: 0.9769
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- ETA: 8s - loss: 0.0608 - acc: 0.9763
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- ETA: 7s - loss: 0.0598 - acc: 0.9773
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- ETA: 7s - loss: 0.0603 - acc: 0.9773
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- ETA: 7s - loss: 0.0632 - acc: 0.9772
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- ETA: 6s - loss: 0.0647 - acc: 0.9768
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- ETA: 6s - loss: 0.0623 - acc: 0.9780
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- ETA: 6s - loss: 0.0640 - acc: 0.9779
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- ETA: 5s - loss: 0.0645 - acc: 0.9775
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- ETA: 5s - loss: 0.0701 - acc: 0.9768
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- ETA: 5s - loss: 0.0691 - acc: 0.9771
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- ETA: 4s - loss: 0.0682 - acc: 0.9774
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- ETA: 4s - loss: 0.0681 - acc: 0.9776
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- ETA: 4s - loss: 0.0696 - acc: 0.9770
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- ETA: 3s - loss: 0.0686 - acc: 0.9773
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- ETA: 3s - loss: 0.0692 - acc: 0.9767
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- ETA: 3s - loss: 0.0687 - acc: 0.9770
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- ETA: 2s - loss: 0.0683 - acc: 0.9770
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- ETA: 2s - loss: 0.0672 - acc: 0.9774
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- ETA: 2s - loss: 0.0663 - acc: 0.9774
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- ETA: 1s - loss: 0.0663 - acc: 0.9772
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- ETA: 1s - loss: 0.0676 - acc: 0.9762
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- ETA: 1s - loss: 0.0669 - acc: 0.9765
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- ETA: 0s - loss: 0.0670 - acc: 0.9765
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- ETA: 0s - loss: 0.0662 - acc: 0.9767
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- ETA: 0s - loss: 0.2543 - acc: 0.9453
256/878 [=======>......................]
- ETA: 0s - loss: 0.3730 - acc: 0.9141
384/878 [============>.................]
- ETA: 0s - loss: 0.4102 - acc: 0.9141
512/878 [================>.............]
- ETA: 0s - loss: 0.4268 - acc: 0.9199
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- ETA: 0s - loss: 0.4453 - acc: 0.9172
768/878 [=========================>....]
- ETA: 0s - loss: 0.4217 - acc: 0.9193
878/878 [==============================]
- 1s 772us/sample - loss: 0.4019 - acc: 0.9180
39/39 [==============================]
- 14s 367ms/step - loss: 0.0666 - acc: 0.9761 - val_loss: 0.3995 - val_acc: 0.9180
Epoch 72/200
1/39 [..............................]
- ETA: 19s - loss: 0.0478 - acc: 0.9766
2/39 [>.............................]
- ETA: 13s - loss: 0.0402 - acc: 0.9805
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- ETA: 10s - loss: 0.0649 - acc: 0.9661
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- ETA: 9s - loss: 0.0657 - acc: 0.9707
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- ETA: 8s - loss: 0.0616 - acc: 0.9742
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- ETA: 7s - loss: 0.0565 - acc: 0.9773
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- ETA: 7s - loss: 0.0541 - acc: 0.9783
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- ETA: 7s - loss: 0.0541 - acc: 0.9791
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- ETA: 7s - loss: 0.0525 - acc: 0.9806
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- ETA: 7s - loss: 0.0524 - acc: 0.9802
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- ETA: 7s - loss: 0.0550 - acc: 0.9798
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- ETA: 7s - loss: 0.0551 - acc: 0.9796
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- ETA: 7s - loss: 0.0543 - acc: 0.9793
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- ETA: 7s - loss: 0.0570 - acc: 0.9774
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- ETA: 6s - loss: 0.0548 - acc: 0.9784
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- ETA: 6s - loss: 0.0531 - acc: 0.9793
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- ETA: 6s - loss: 0.0529 - acc: 0.9787
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- ETA: 6s - loss: 0.0527 - acc: 0.9790
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- ETA: 5s - loss: 0.0517 - acc: 0.9797
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- ETA: 5s - loss: 0.0520 - acc: 0.9791
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- ETA: 5s - loss: 0.0545 - acc: 0.9786
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- ETA: 5s - loss: 0.0550 - acc: 0.9789
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- ETA: 4s - loss: 0.0549 - acc: 0.9788
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- ETA: 4s - loss: 0.0555 - acc: 0.9784
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- ETA: 4s - loss: 0.0553 - acc: 0.9783
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- ETA: 4s - loss: 0.0540 - acc: 0.9788
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- ETA: 3s - loss: 0.0557 - acc: 0.9782
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- ETA: 3s - loss: 0.0580 - acc: 0.9781
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- ETA: 3s - loss: 0.0601 - acc: 0.9775
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- ETA: 2s - loss: 0.0616 - acc: 0.9772
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- ETA: 2s - loss: 0.0655 - acc: 0.9754
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- ETA: 2s - loss: 0.0643 - acc: 0.9757
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- ETA: 1s - loss: 0.0639 - acc: 0.9760
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- ETA: 1s - loss: 0.0654 - acc: 0.9755
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- ETA: 1s - loss: 0.0645 - acc: 0.9760
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- ETA: 0s - loss: 0.0641 - acc: 0.9760
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- ETA: 0s - loss: 0.0656 - acc: 0.9756
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- ETA: 0s - loss: 0.0654 - acc: 0.9759
128/878 [===>..........................]
- ETA: 0s - loss: 0.2844 - acc: 0.9141
256/878 [=======>......................]
- ETA: 0s - loss: 0.3586 - acc: 0.9102
384/878 [============>.................]
- ETA: 0s - loss: 0.3838 - acc: 0.9089
512/878 [================>.............]
- ETA: 0s - loss: 0.4098 - acc: 0.9082
640/878 [====================>.........]
- ETA: 0s - loss: 0.4055 - acc: 0.9094
768/878 [=========================>....]
- ETA: 0s - loss: 0.3985 - acc: 0.9115
878/878 [==============================]
- 1s 976us/sample - loss: 0.3771 - acc: 0.9134
39/39 [==============================]
- 13s 337ms/step - loss: 0.0644 - acc: 0.9765 - val_loss: 0.3745 - val_acc: 0.9134
Epoch 73/200
1/39 [..............................]
- ETA: 8s - loss: 0.0317 - acc: 0.9844
2/39 [>.............................]
- ETA: 7s - loss: 0.0373 - acc: 0.9805
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- ETA: 6s - loss: 0.0389 - acc: 0.9792
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- ETA: 6s - loss: 0.0483 - acc: 0.9766
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- ETA: 6s - loss: 0.0496 - acc: 0.9766
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- ETA: 7s - loss: 0.0506 - acc: 0.9753
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- ETA: 7s - loss: 0.0503 - acc: 0.9766
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- ETA: 8s - loss: 0.0523 - acc: 0.9746
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- ETA: 8s - loss: 0.0633 - acc: 0.9757
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- ETA: 8s - loss: 0.0798 - acc: 0.9734
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- ETA: 8s - loss: 0.0758 - acc: 0.9751
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- ETA: 7s - loss: 0.0728 - acc: 0.9759
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- ETA: 7s - loss: 0.0764 - acc: 0.9736
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- ETA: 7s - loss: 0.0747 - acc: 0.9738
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- ETA: 7s - loss: 0.0747 - acc: 0.9740
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- ETA: 7s - loss: 0.0729 - acc: 0.9741
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- ETA: 6s - loss: 0.0721 - acc: 0.9743
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- ETA: 6s - loss: 0.0702 - acc: 0.9748
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- ETA: 6s - loss: 0.0783 - acc: 0.9729
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- ETA: 6s - loss: 0.0775 - acc: 0.9728
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- ETA: 5s - loss: 0.0769 - acc: 0.9734
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- ETA: 5s - loss: 0.0761 - acc: 0.9732
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- ETA: 5s - loss: 0.0750 - acc: 0.9737
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- ETA: 4s - loss: 0.0732 - acc: 0.9741
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- ETA: 4s - loss: 0.0718 - acc: 0.9745
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- ETA: 4s - loss: 0.0707 - acc: 0.9752
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- ETA: 3s - loss: 0.0693 - acc: 0.9759
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- ETA: 3s - loss: 0.0676 - acc: 0.9767
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- ETA: 3s - loss: 0.0694 - acc: 0.9756
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- ETA: 2s - loss: 0.0699 - acc: 0.9754
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- ETA: 2s - loss: 0.0692 - acc: 0.9754
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- ETA: 2s - loss: 0.0698 - acc: 0.9755
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- ETA: 1s - loss: 0.0712 - acc: 0.9757
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- ETA: 1s - loss: 0.0708 - acc: 0.9755
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- ETA: 1s - loss: 0.0695 - acc: 0.9760
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- ETA: 1s - loss: 0.0693 - acc: 0.9765
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- ETA: 0s - loss: 0.0695 - acc: 0.9767
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- ETA: 0s - loss: 0.0683 - acc: 0.9771
128/878 [===>..........................]
- ETA: 0s - loss: 0.2656 - acc: 0.9531
256/878 [=======>......................]
- ETA: 0s - loss: 0.3885 - acc: 0.9258
384/878 [============>.................]
- ETA: 0s - loss: 0.3847 - acc: 0.9141
512/878 [================>.............]
- ETA: 0s - loss: 0.4125 - acc: 0.9180
640/878 [====================>.........]
- ETA: 0s - loss: 0.4160 - acc: 0.9172
768/878 [=========================>....]
- ETA: 0s - loss: 0.4155 - acc: 0.9180
878/878 [==============================]
- 1s 605us/sample - loss: 0.3886 - acc: 0.9191
39/39 [==============================]
- 14s 349ms/step - loss: 0.0672 - acc: 0.9777 - val_loss: 0.3853 - val_acc: 0.9191
Epoch 74/200
1/39 [..............................]
- ETA: 5s - loss: 0.0313 - acc: 0.9844
2/39 [>.............................]
- ETA: 5s - loss: 0.0500 - acc: 0.9844
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- ETA: 6s - loss: 0.0630 - acc: 0.9766
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- ETA: 7s - loss: 0.0564 - acc: 0.9785
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- ETA: 8s - loss: 0.0608 - acc: 0.9766
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- ETA: 8s - loss: 0.0611 - acc: 0.9753
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- ETA: 8s - loss: 0.0622 - acc: 0.9766
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- ETA: 8s - loss: 0.0610 - acc: 0.9756
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- ETA: 8s - loss: 0.0691 - acc: 0.9740
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- ETA: 8s - loss: 0.0651 - acc: 0.9758
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- ETA: 8s - loss: 0.0675 - acc: 0.9744
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- ETA: 8s - loss: 0.0734 - acc: 0.9720
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- ETA: 7s - loss: 0.0745 - acc: 0.9700
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- ETA: 7s - loss: 0.0727 - acc: 0.9710
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- ETA: 7s - loss: 0.0767 - acc: 0.9695
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- ETA: 7s - loss: 0.0745 - acc: 0.9704
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- ETA: 6s - loss: 0.0729 - acc: 0.9717
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- ETA: 6s - loss: 0.0732 - acc: 0.9707
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- ETA: 6s - loss: 0.0728 - acc: 0.9706
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- ETA: 6s - loss: 0.0726 - acc: 0.9713
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- ETA: 5s - loss: 0.0702 - acc: 0.9726
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- ETA: 5s - loss: 0.0679 - acc: 0.9739
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- ETA: 5s - loss: 0.0697 - acc: 0.9726
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- ETA: 4s - loss: 0.0693 - acc: 0.9731
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- ETA: 4s - loss: 0.0708 - acc: 0.9736
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- ETA: 4s - loss: 0.0694 - acc: 0.9740
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- ETA: 3s - loss: 0.0687 - acc: 0.9744
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- ETA: 3s - loss: 0.0697 - acc: 0.9736
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- ETA: 3s - loss: 0.0681 - acc: 0.9745
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- ETA: 2s - loss: 0.0669 - acc: 0.9751
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- ETA: 2s - loss: 0.0656 - acc: 0.9757
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- ETA: 2s - loss: 0.0649 - acc: 0.9760
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- ETA: 1s - loss: 0.0644 - acc: 0.9760
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- ETA: 1s - loss: 0.0660 - acc: 0.9755
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- ETA: 1s - loss: 0.0651 - acc: 0.9760
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- ETA: 0s - loss: 0.0656 - acc: 0.9758
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- ETA: 0s - loss: 0.0650 - acc: 0.9758
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- ETA: 0s - loss: 0.0643 - acc: 0.9761
128/878 [===>..........................]
- ETA: 0s - loss: 0.3213 - acc: 0.9297
256/878 [=======>......................]
- ETA: 0s - loss: 0.3952 - acc: 0.9062
384/878 [============>.................]
- ETA: 0s - loss: 0.4600 - acc: 0.9036
512/878 [================>.............]
- ETA: 0s - loss: 0.4618 - acc: 0.9043
640/878 [====================>.........]
- ETA: 0s - loss: 0.4612 - acc: 0.9078
768/878 [=========================>....]
- ETA: 0s - loss: 0.4560 - acc: 0.9115
878/878 [==============================]
- 1s 1ms/sample - loss: 0.4346 - acc: 0.9134
39/39 [==============================]
- 14s 352ms/step - loss: 0.0638 - acc: 0.9763 - val_loss: 0.4320 - val_acc: 0.9134
Epoch 75/200
1/39 [..............................]
- ETA: 6s - loss: 0.0311 - acc: 0.9844
2/39 [>.............................]
- ETA: 6s - loss: 0.0356 - acc: 0.9844
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- ETA: 6s - loss: 0.0382 - acc: 0.9870
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- ETA: 5s - loss: 0.0482 - acc: 0.9805
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- ETA: 5s - loss: 0.0510 - acc: 0.9812
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- ETA: 6s - loss: 0.0492 - acc: 0.9831
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- ETA: 7s - loss: 0.0542 - acc: 0.9821
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- ETA: 7s - loss: 0.0584 - acc: 0.9805
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- ETA: 7s - loss: 0.0620 - acc: 0.9783
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- ETA: 7s - loss: 0.0590 - acc: 0.9797
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- ETA: 7s - loss: 0.0563 - acc: 0.9801
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- ETA: 7s - loss: 0.0539 - acc: 0.9811
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- ETA: 7s - loss: 0.0553 - acc: 0.9814
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- ETA: 6s - loss: 0.0558 - acc: 0.9800
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878/878 [==============================]
- 1s 597us/sample - loss: 0.3741 - acc: 0.9191
39/39 [==============================]
- 13s 340ms/step - loss: 0.0533 - acc: 0.9793 - val_loss: 0.3713 - val_acc: 0.9191
Epoch 76/200
1/39 [..............................]
- ETA: 5s - loss: 0.0372 - acc: 0.9922
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- ETA: 5s - loss: 0.0275 - acc: 0.9961
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- ETA: 7s - loss: 0.0345 - acc: 0.9922
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- ETA: 8s - loss: 0.0392 - acc: 0.9896
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878/878 [==============================]
- 1s 695us/sample - loss: 0.3734 - acc: 0.9260
39/39 [==============================]
- 14s 347ms/step - loss: 0.0698 - acc: 0.9757 - val_loss: 0.3701 - val_acc: 0.9260
Epoch 77/200
1/39 [..............................]
- ETA: 7s - loss: 0.0740 - acc: 0.9844
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- ETA: 7s - loss: 0.0621 - acc: 0.9844
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- ETA: 0s - loss: 0.0494 - acc: 0.9839
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- ETA: 0s - loss: 0.0486 - acc: 0.9841
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- ETA: 0s - loss: 0.3842 - acc: 0.9219
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- ETA: 0s - loss: 0.3741 - acc: 0.9180
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- ETA: 0s - loss: 0.4154 - acc: 0.9089
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- ETA: 0s - loss: 0.4873 - acc: 0.9121
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- ETA: 0s - loss: 0.4763 - acc: 0.9141
768/878 [=========================>....]
- ETA: 0s - loss: 0.4565 - acc: 0.9167
878/878 [==============================]
- 1s 640us/sample - loss: 0.4332 - acc: 0.9169
39/39 [==============================]
- 14s 360ms/step - loss: 0.0481 - acc: 0.9843 - val_loss: 0.4303 - val_acc: 0.9169
Epoch 78/200
1/39 [..............................]
- ETA: 5s - loss: 0.0798 - acc: 0.9609
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- ETA: 5s - loss: 0.0590 - acc: 0.9727
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- ETA: 7s - loss: 0.0503 - acc: 0.9766
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- ETA: 8s - loss: 0.0414 - acc: 0.9818
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- ETA: 9s - loss: 0.0376 - acc: 0.9844
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- ETA: 8s - loss: 0.0346 - acc: 0.9854
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- ETA: 8s - loss: 0.0365 - acc: 0.9867
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- ETA: 7s - loss: 0.0442 - acc: 0.9862
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- ETA: 7s - loss: 0.0448 - acc: 0.9859
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- ETA: 7s - loss: 0.0478 - acc: 0.9849
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- ETA: 6s - loss: 0.0467 - acc: 0.9848
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- ETA: 5s - loss: 0.0456 - acc: 0.9851
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- ETA: 2s - loss: 0.0467 - acc: 0.9844
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- ETA: 2s - loss: 0.0463 - acc: 0.9844
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- ETA: 1s - loss: 0.0478 - acc: 0.9834
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- ETA: 0s - loss: 0.0474 - acc: 0.9834
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- ETA: 0s - loss: 0.0492 - acc: 0.9828
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- ETA: 0s - loss: 0.0497 - acc: 0.9827
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- ETA: 0s - loss: 0.3703 - acc: 0.9297
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- ETA: 0s - loss: 0.4341 - acc: 0.9141
384/878 [============>.................]
- ETA: 0s - loss: 0.4435 - acc: 0.9115
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- ETA: 0s - loss: 0.4732 - acc: 0.9141
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- ETA: 0s - loss: 0.4427 - acc: 0.9156
768/878 [=========================>....]
- ETA: 0s - loss: 0.4296 - acc: 0.9154
878/878 [==============================]
- 1s 610us/sample - loss: 0.4031 - acc: 0.9169
39/39 [==============================]
- 13s 340ms/step - loss: 0.0508 - acc: 0.9825 - val_loss: 0.3999 - val_acc: 0.9169
Epoch 79/200
1/39 [..............................]
- ETA: 20s - loss: 0.0418 - acc: 0.9844
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- ETA: 21s - loss: 0.0543 - acc: 0.9805
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- ETA: 16s - loss: 0.0810 - acc: 0.9766
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- ETA: 11s - loss: 0.0719 - acc: 0.9766
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- ETA: 10s - loss: 0.0727 - acc: 0.9740
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- ETA: 9s - loss: 0.0733 - acc: 0.9732
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- ETA: 9s - loss: 0.0660 - acc: 0.9766
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- ETA: 9s - loss: 0.0609 - acc: 0.9792
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- ETA: 9s - loss: 0.0627 - acc: 0.9781
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- ETA: 8s - loss: 0.0652 - acc: 0.9744
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- ETA: 8s - loss: 0.0620 - acc: 0.9759
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- ETA: 7s - loss: 0.0615 - acc: 0.9755
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- ETA: 7s - loss: 0.0591 - acc: 0.9761
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- ETA: 6s - loss: 0.0570 - acc: 0.9774
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- ETA: 6s - loss: 0.0573 - acc: 0.9776
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- ETA: 6s - loss: 0.0551 - acc: 0.9787
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- ETA: 5s - loss: 0.0547 - acc: 0.9783
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- ETA: 5s - loss: 0.0552 - acc: 0.9785
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- ETA: 4s - loss: 0.0562 - acc: 0.9788
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- ETA: 3s - loss: 0.0555 - acc: 0.9792
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- ETA: 3s - loss: 0.0571 - acc: 0.9789
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- ETA: 3s - loss: 0.0563 - acc: 0.9793
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- ETA: 2s - loss: 0.0552 - acc: 0.9797
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- ETA: 2s - loss: 0.0551 - acc: 0.9793
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- ETA: 1s - loss: 0.0568 - acc: 0.9783
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- ETA: 1s - loss: 0.0578 - acc: 0.9780
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- ETA: 1s - loss: 0.0576 - acc: 0.9778
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- ETA: 0s - loss: 0.0583 - acc: 0.9780
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- ETA: 0s - loss: 0.0585 - acc: 0.9781
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- ETA: 0s - loss: 0.2415 - acc: 0.9297
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- ETA: 0s - loss: 0.3778 - acc: 0.9141
384/878 [============>.................]
- ETA: 0s - loss: 0.3998 - acc: 0.9062
512/878 [================>.............]
- ETA: 0s - loss: 0.4700 - acc: 0.9141
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- ETA: 0s - loss: 0.4623 - acc: 0.9125
768/878 [=========================>....]
- ETA: 0s - loss: 0.4522 - acc: 0.9141
878/878 [==============================]
- 1s 605us/sample - loss: 0.4274 - acc: 0.9169
39/39 [==============================]
- 14s 351ms/step - loss: 0.0578 - acc: 0.9785 - val_loss: 0.4244 - val_acc: 0.9169
Epoch 80/200
1/39 [..............................]
- ETA: 20s - loss: 0.1067 - acc: 0.9844
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- ETA: 18s - loss: 0.0670 - acc: 0.9883
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- ETA: 13s - loss: 0.0628 - acc: 0.9870
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- ETA: 11s - loss: 0.0634 - acc: 0.9863
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- ETA: 10s - loss: 0.0715 - acc: 0.9828
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- ETA: 9s - loss: 0.0746 - acc: 0.9831
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- ETA: 8s - loss: 0.0779 - acc: 0.9799
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- ETA: 8s - loss: 0.0819 - acc: 0.9766
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- ETA: 8s - loss: 0.0790 - acc: 0.9766
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- ETA: 8s - loss: 0.0791 - acc: 0.9751
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- ETA: 8s - loss: 0.0747 - acc: 0.9772
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- ETA: 7s - loss: 0.0791 - acc: 0.9760
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- ETA: 7s - loss: 0.0790 - acc: 0.9760
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- ETA: 7s - loss: 0.0765 - acc: 0.9771
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- ETA: 6s - loss: 0.0772 - acc: 0.9762
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- ETA: 5s - loss: 0.0740 - acc: 0.9773
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- ETA: 5s - loss: 0.0728 - acc: 0.9776
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- ETA: 3s - loss: 0.0766 - acc: 0.9762
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878/878 [==============================]
- 1s 642us/sample - loss: 0.4640 - acc: 0.9077
39/39 [==============================]
- 13s 335ms/step - loss: 0.0686 - acc: 0.9767 - val_loss: 0.4595 - val_acc: 0.9077
Epoch 81/200
1/39 [..............................]
- ETA: 6s - loss: 0.0338 - acc: 0.9922
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- ETA: 6s - loss: 0.0300 - acc: 0.9922
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- ETA: 8s - loss: 0.0446 - acc: 0.9818
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- ETA: 9s - loss: 0.0425 - acc: 0.9807
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- ETA: 9s - loss: 0.0452 - acc: 0.9800
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- ETA: 9s - loss: 0.0519 - acc: 0.9772
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- ETA: 9s - loss: 0.0479 - acc: 0.9801
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- ETA: 9s - loss: 0.0539 - acc: 0.9806
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- ETA: 7s - loss: 0.0771 - acc: 0.9742
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- ETA: 0s - loss: 0.0804 - acc: 0.9718
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- ETA: 0s - loss: 0.4545 - acc: 0.9115
878/878 [==============================]
- 1s 611us/sample - loss: 0.4371 - acc: 0.9134
39/39 [==============================]
- 14s 350ms/step - loss: 0.0793 - acc: 0.9725 - val_loss: 0.4350 - val_acc: 0.9134
Epoch 82/200
1/39 [..............................]
- ETA: 6s - loss: 0.0236 - acc: 0.9922
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- ETA: 6s - loss: 0.0367 - acc: 0.9883
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- ETA: 6s - loss: 0.0379 - acc: 0.9844
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- ETA: 0s - loss: 0.0528 - acc: 0.9815
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- ETA: 0s - loss: 0.0530 - acc: 0.9816
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- ETA: 0s - loss: 0.0536 - acc: 0.9816
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- ETA: 0s - loss: 0.2604 - acc: 0.9453
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- ETA: 0s - loss: 0.3946 - acc: 0.9219
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- ETA: 0s - loss: 0.4487 - acc: 0.9089
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- ETA: 0s - loss: 0.4656 - acc: 0.9141
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- ETA: 0s - loss: 0.4565 - acc: 0.9172
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- ETA: 0s - loss: 0.4539 - acc: 0.9180
878/878 [==============================]
- 1s 644us/sample - loss: 0.4184 - acc: 0.9214
39/39 [==============================]
- 13s 334ms/step - loss: 0.0536 - acc: 0.9819 - val_loss: 0.4140 - val_acc: 0.9214
Epoch 83/200
1/39 [..............................]
- ETA: 26s - loss: 0.0272 - acc: 0.9922
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- ETA: 16s - loss: 0.0285 - acc: 0.9883
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- ETA: 13s - loss: 0.0375 - acc: 0.9818
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- ETA: 11s - loss: 0.0422 - acc: 0.9785
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- ETA: 9s - loss: 0.0443 - acc: 0.9766
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- ETA: 8s - loss: 0.0496 - acc: 0.9779
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- ETA: 9s - loss: 0.0455 - acc: 0.9810
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- ETA: 8s - loss: 0.0516 - acc: 0.9801
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- ETA: 8s - loss: 0.0498 - acc: 0.9806
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- ETA: 8s - loss: 0.0500 - acc: 0.9786
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- ETA: 7s - loss: 0.0481 - acc: 0.9791
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- ETA: 7s - loss: 0.0478 - acc: 0.9795
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- ETA: 7s - loss: 0.0504 - acc: 0.9793
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- ETA: 6s - loss: 0.0524 - acc: 0.9794
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- ETA: 6s - loss: 0.0533 - acc: 0.9789
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- ETA: 6s - loss: 0.0513 - acc: 0.9799
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- ETA: 5s - loss: 0.0510 - acc: 0.9801
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- ETA: 3s - loss: 0.0533 - acc: 0.9799
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- ETA: 3s - loss: 0.0574 - acc: 0.9781
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- ETA: 3s - loss: 0.0566 - acc: 0.9786
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- ETA: 2s - loss: 0.0551 - acc: 0.9793
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- ETA: 2s - loss: 0.0571 - acc: 0.9780
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- ETA: 2s - loss: 0.0572 - acc: 0.9779
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- ETA: 1s - loss: 0.0569 - acc: 0.9781
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- ETA: 1s - loss: 0.0565 - acc: 0.9783
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- ETA: 1s - loss: 0.0559 - acc: 0.9787
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- ETA: 0s - loss: 0.0570 - acc: 0.9782
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- ETA: 0s - loss: 0.0565 - acc: 0.9784
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- ETA: 0s - loss: 0.0563 - acc: 0.9785
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- ETA: 0s - loss: 0.2501 - acc: 0.9453
256/878 [=======>......................]
- ETA: 0s - loss: 0.3239 - acc: 0.9141
384/878 [============>.................]
- ETA: 0s - loss: 0.3755 - acc: 0.9036
512/878 [================>.............]
- ETA: 0s - loss: 0.4203 - acc: 0.9043
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- ETA: 0s - loss: 0.4257 - acc: 0.9047
768/878 [=========================>....]
- ETA: 0s - loss: 0.4342 - acc: 0.9076
878/878 [==============================]
- 1s 620us/sample - loss: 0.4056 - acc: 0.9100
39/39 [==============================]
- 14s 348ms/step - loss: 0.0559 - acc: 0.9787 - val_loss: 0.4021 - val_acc: 0.9100
Epoch 84/200
1/39 [..............................]
- ETA: 6s - loss: 0.0639 - acc: 0.9688
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- ETA: 6s - loss: 0.0539 - acc: 0.9727
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- ETA: 7s - loss: 0.0411 - acc: 0.9818
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- ETA: 8s - loss: 0.0343 - acc: 0.9863
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- ETA: 8s - loss: 0.0384 - acc: 0.9859
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- ETA: 8s - loss: 0.0409 - acc: 0.9844
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- ETA: 8s - loss: 0.0467 - acc: 0.9821
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- ETA: 8s - loss: 0.0439 - acc: 0.9841
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- ETA: 8s - loss: 0.0423 - acc: 0.9841
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- ETA: 8s - loss: 0.0392 - acc: 0.9857
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- ETA: 8s - loss: 0.0417 - acc: 0.9842
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- ETA: 7s - loss: 0.0458 - acc: 0.9829
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- ETA: 7s - loss: 0.0502 - acc: 0.9824
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- ETA: 7s - loss: 0.0528 - acc: 0.9825
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- ETA: 7s - loss: 0.0505 - acc: 0.9832
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- ETA: 6s - loss: 0.0534 - acc: 0.9813
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- ETA: 6s - loss: 0.0516 - acc: 0.9819
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- ETA: 6s - loss: 0.0519 - acc: 0.9816
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- ETA: 6s - loss: 0.0516 - acc: 0.9809
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- ETA: 5s - loss: 0.0536 - acc: 0.9799
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- ETA: 5s - loss: 0.0558 - acc: 0.9786
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- ETA: 5s - loss: 0.0552 - acc: 0.9789
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- ETA: 4s - loss: 0.0567 - acc: 0.9781
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- ETA: 4s - loss: 0.0563 - acc: 0.9787
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- ETA: 4s - loss: 0.0549 - acc: 0.9796
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- ETA: 4s - loss: 0.0539 - acc: 0.9801
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- ETA: 3s - loss: 0.0548 - acc: 0.9799
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- ETA: 3s - loss: 0.0543 - acc: 0.9804
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- ETA: 3s - loss: 0.0549 - acc: 0.9800
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- ETA: 2s - loss: 0.0562 - acc: 0.9798
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- ETA: 2s - loss: 0.0564 - acc: 0.9800
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- ETA: 2s - loss: 0.0569 - acc: 0.9799
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- ETA: 1s - loss: 0.0555 - acc: 0.9805
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- ETA: 1s - loss: 0.0556 - acc: 0.9802
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- ETA: 1s - loss: 0.0565 - acc: 0.9800
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- ETA: 0s - loss: 0.0563 - acc: 0.9802
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- ETA: 0s - loss: 0.0560 - acc: 0.9803
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- ETA: 0s - loss: 0.0555 - acc: 0.9804
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- ETA: 0s - loss: 0.3616 - acc: 0.9219
256/878 [=======>......................]
- ETA: 0s - loss: 0.3941 - acc: 0.9102
384/878 [============>.................]
- ETA: 0s - loss: 0.4141 - acc: 0.9062
512/878 [================>.............]
- ETA: 0s - loss: 0.4427 - acc: 0.9082
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- ETA: 0s - loss: 0.4305 - acc: 0.9109
768/878 [=========================>....]
- ETA: 0s - loss: 0.4172 - acc: 0.9154
878/878 [==============================]
- 1s 634us/sample - loss: 0.3893 - acc: 0.9191
39/39 [==============================]
- 13s 333ms/step - loss: 0.0550 - acc: 0.9807 - val_loss: 0.3859 - val_acc: 0.9191
Epoch 85/200
1/39 [..............................]
- ETA: 5s - loss: 0.0334 - acc: 0.9844
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- ETA: 5s - loss: 0.0393 - acc: 0.9766
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- ETA: 6s - loss: 0.0399 - acc: 0.9792
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- ETA: 7s - loss: 0.0354 - acc: 0.9824
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- ETA: 8s - loss: 0.0440 - acc: 0.9812
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- ETA: 8s - loss: 0.0466 - acc: 0.9792
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- ETA: 8s - loss: 0.0462 - acc: 0.9788
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- ETA: 8s - loss: 0.0475 - acc: 0.9785
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- ETA: 8s - loss: 0.0469 - acc: 0.9792
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- ETA: 8s - loss: 0.0575 - acc: 0.9766
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- ETA: 8s - loss: 0.0590 - acc: 0.9766
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- ETA: 8s - loss: 0.0588 - acc: 0.9772
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- ETA: 8s - loss: 0.0572 - acc: 0.9784
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- ETA: 7s - loss: 0.0556 - acc: 0.9794
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- ETA: 7s - loss: 0.0534 - acc: 0.9802
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- ETA: 7s - loss: 0.0528 - acc: 0.9810
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- ETA: 6s - loss: 0.0528 - acc: 0.9805
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- ETA: 6s - loss: 0.0526 - acc: 0.9801
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- ETA: 6s - loss: 0.0530 - acc: 0.9799
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- ETA: 5s - loss: 0.0519 - acc: 0.9801
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- ETA: 5s - loss: 0.0534 - acc: 0.9803
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- ETA: 5s - loss: 0.0524 - acc: 0.9809
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- ETA: 4s - loss: 0.0545 - acc: 0.9796
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- ETA: 3s - loss: 0.0524 - acc: 0.9801
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- ETA: 3s - loss: 0.0535 - acc: 0.9794
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- ETA: 2s - loss: 0.0566 - acc: 0.9787
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- ETA: 2s - loss: 0.0563 - acc: 0.9789
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- ETA: 1s - loss: 0.0564 - acc: 0.9789
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- ETA: 0s - loss: 0.0568 - acc: 0.9784
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- ETA: 0s - loss: 0.0573 - acc: 0.9777
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- ETA: 0s - loss: 0.0572 - acc: 0.9777
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- ETA: 0s - loss: 0.3232 - acc: 0.9219
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- ETA: 0s - loss: 0.4132 - acc: 0.8945
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- ETA: 0s - loss: 0.4419 - acc: 0.8932
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- ETA: 0s - loss: 0.4656 - acc: 0.8984
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- ETA: 0s - loss: 0.4669 - acc: 0.9031
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- ETA: 0s - loss: 0.4686 - acc: 0.9036
878/878 [==============================]
- 1s 1ms/sample - loss: 0.4397 - acc: 0.9032
39/39 [==============================]
- 14s 353ms/step - loss: 0.0572 - acc: 0.9775 - val_loss: 0.4362 - val_acc: 0.9032
Epoch 86/200
1/39 [..............................]
- ETA: 7s - loss: 0.0415 - acc: 0.9922
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- ETA: 6s - loss: 0.0634 - acc: 0.9766
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- ETA: 6s - loss: 0.0771 - acc: 0.9714
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- ETA: 6s - loss: 0.0990 - acc: 0.9648
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- ETA: 6s - loss: 0.0846 - acc: 0.9703
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- ETA: 6s - loss: 0.0724 - acc: 0.9753
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- ETA: 7s - loss: 0.0728 - acc: 0.9766
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- ETA: 7s - loss: 0.0712 - acc: 0.9756
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- ETA: 7s - loss: 0.0688 - acc: 0.9757
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- ETA: 7s - loss: 0.0685 - acc: 0.9758
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- ETA: 7s - loss: 0.0685 - acc: 0.9773
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- ETA: 7s - loss: 0.0639 - acc: 0.9792
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- ETA: 6s - loss: 0.0616 - acc: 0.9796
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- ETA: 6s - loss: 0.0657 - acc: 0.9788
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- ETA: 6s - loss: 0.0694 - acc: 0.9776
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- ETA: 6s - loss: 0.0683 - acc: 0.9775
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- ETA: 5s - loss: 0.0662 - acc: 0.9783
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- ETA: 5s - loss: 0.0644 - acc: 0.9790
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- ETA: 5s - loss: 0.0626 - acc: 0.9797
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- ETA: 4s - loss: 0.0609 - acc: 0.9801
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- ETA: 4s - loss: 0.0564 - acc: 0.9819
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- ETA: 3s - loss: 0.0559 - acc: 0.9816
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- ETA: 0s - loss: 0.0564 - acc: 0.9813
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- ETA: 0s - loss: 0.0554 - acc: 0.9816
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- ETA: 0s - loss: 0.4371 - acc: 0.8984
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- ETA: 0s - loss: 0.4401 - acc: 0.8906
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- ETA: 0s - loss: 0.5410 - acc: 0.8887
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- ETA: 0s - loss: 0.5354 - acc: 0.8938
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- ETA: 0s - loss: 0.5531 - acc: 0.8893
878/878 [==============================]
- 1s 612us/sample - loss: 0.5357 - acc: 0.8884
39/39 [==============================]
- 13s 322ms/step - loss: 0.0566 - acc: 0.9811 - val_loss: 0.5335 - val_acc: 0.8884
Epoch 87/200
1/39 [..............................]
- ETA: 5s - loss: 0.1644 - acc: 0.9453
2/39 [>.............................]
- ETA: 6s - loss: 0.1085 - acc: 0.9531
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- ETA: 8s - loss: 0.0854 - acc: 0.9661
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- ETA: 9s - loss: 0.0863 - acc: 0.9609
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- ETA: 9s - loss: 0.0766 - acc: 0.9672
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- ETA: 9s - loss: 0.0692 - acc: 0.9701
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- ETA: 9s - loss: 0.0690 - acc: 0.9676
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- ETA: 9s - loss: 0.0661 - acc: 0.9707
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- ETA: 9s - loss: 0.0674 - acc: 0.9722
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- ETA: 8s - loss: 0.0676 - acc: 0.9738
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- ETA: 8s - loss: 0.0696 - acc: 0.9741
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- ETA: 8s - loss: 0.0697 - acc: 0.9743
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- ETA: 8s - loss: 0.0693 - acc: 0.9739
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- ETA: 8s - loss: 0.0678 - acc: 0.9752
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- ETA: 7s - loss: 0.0674 - acc: 0.9758
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- ETA: 7s - loss: 0.0643 - acc: 0.9768
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- ETA: 7s - loss: 0.0632 - acc: 0.9773
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- ETA: 6s - loss: 0.0646 - acc: 0.9772
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- ETA: 6s - loss: 0.0665 - acc: 0.9768
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- ETA: 6s - loss: 0.0683 - acc: 0.9760
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- ETA: 5s - loss: 0.0674 - acc: 0.9760
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- ETA: 5s - loss: 0.0683 - acc: 0.9746
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- ETA: 4s - loss: 0.0683 - acc: 0.9758
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- ETA: 3s - loss: 0.0710 - acc: 0.9756
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- ETA: 3s - loss: 0.0693 - acc: 0.9762
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- ETA: 3s - loss: 0.0686 - acc: 0.9764
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- ETA: 2s - loss: 0.0674 - acc: 0.9767
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- ETA: 2s - loss: 0.0666 - acc: 0.9764
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- ETA: 2s - loss: 0.0657 - acc: 0.9767
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- ETA: 2s - loss: 0.0663 - acc: 0.9760
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- ETA: 1s - loss: 0.0655 - acc: 0.9760
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- ETA: 1s - loss: 0.0640 - acc: 0.9767
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- ETA: 0s - loss: 0.0629 - acc: 0.9771
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- ETA: 0s - loss: 0.0626 - acc: 0.9771
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- ETA: 0s - loss: 0.3880 - acc: 0.9141
256/878 [=======>......................]
- ETA: 0s - loss: 0.4341 - acc: 0.8984
384/878 [============>.................]
- ETA: 0s - loss: 0.5081 - acc: 0.8932
512/878 [================>.............]
- ETA: 0s - loss: 0.5453 - acc: 0.9004
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- ETA: 0s - loss: 0.5300 - acc: 0.9047
768/878 [=========================>....]
- ETA: 0s - loss: 0.5104 - acc: 0.9049
878/878 [==============================]
- 1s 619us/sample - loss: 0.4853 - acc: 0.9043
39/39 [==============================]
- 14s 351ms/step - loss: 0.0631 - acc: 0.9767 - val_loss: 0.4822 - val_acc: 0.9043
Epoch 88/200
1/39 [..............................]
- ETA: 6s - loss: 0.0927 - acc: 0.9609
2/39 [>.............................]
- ETA: 6s - loss: 0.0941 - acc: 0.9662
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- ETA: 6s - loss: 0.0793 - acc: 0.9699
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- ETA: 7s - loss: 0.0668 - acc: 0.9757
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- ETA: 7s - loss: 0.0636 - acc: 0.9758
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- ETA: 8s - loss: 0.0588 - acc: 0.9773
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- ETA: 8s - loss: 0.0607 - acc: 0.9772
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- ETA: 8s - loss: 0.0595 - acc: 0.9781
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- ETA: 8s - loss: 0.0559 - acc: 0.9797
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- ETA: 8s - loss: 0.0535 - acc: 0.9802
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- ETA: 7s - loss: 0.0515 - acc: 0.9806
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- ETA: 7s - loss: 0.0510 - acc: 0.9809
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- ETA: 7s - loss: 0.0507 - acc: 0.9805
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- ETA: 7s - loss: 0.0566 - acc: 0.9803
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- ETA: 7s - loss: 0.0584 - acc: 0.9800
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- ETA: 6s - loss: 0.0566 - acc: 0.9808
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- ETA: 6s - loss: 0.0558 - acc: 0.9805
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- ETA: 6s - loss: 0.0547 - acc: 0.9807
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- ETA: 6s - loss: 0.0591 - acc: 0.9797
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- ETA: 5s - loss: 0.0576 - acc: 0.9803
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- ETA: 5s - loss: 0.0565 - acc: 0.9801
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- ETA: 5s - loss: 0.0558 - acc: 0.9803
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- ETA: 4s - loss: 0.0565 - acc: 0.9802
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- ETA: 4s - loss: 0.0560 - acc: 0.9807
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- ETA: 4s - loss: 0.0566 - acc: 0.9799
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- ETA: 4s - loss: 0.0562 - acc: 0.9801
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- ETA: 3s - loss: 0.0551 - acc: 0.9805
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- ETA: 3s - loss: 0.0546 - acc: 0.9806
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- ETA: 3s - loss: 0.0544 - acc: 0.9808
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- ETA: 2s - loss: 0.0538 - acc: 0.9809
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- ETA: 2s - loss: 0.0531 - acc: 0.9808
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- ETA: 2s - loss: 0.0519 - acc: 0.9814
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- ETA: 1s - loss: 0.0513 - acc: 0.9815
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- ETA: 1s - loss: 0.0505 - acc: 0.9815
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- ETA: 1s - loss: 0.0502 - acc: 0.9816
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- ETA: 0s - loss: 0.0492 - acc: 0.9821
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- ETA: 0s - loss: 0.0494 - acc: 0.9820
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- ETA: 0s - loss: 0.0490 - acc: 0.9820
128/878 [===>..........................]
- ETA: 0s - loss: 0.3345 - acc: 0.9297
256/878 [=======>......................]
- ETA: 0s - loss: 0.4363 - acc: 0.9180
384/878 [============>.................]
- ETA: 0s - loss: 0.4585 - acc: 0.9115
512/878 [================>.............]
- ETA: 0s - loss: 0.4655 - acc: 0.9160
640/878 [====================>.........]
- ETA: 0s - loss: 0.4890 - acc: 0.9172
768/878 [=========================>....]
- ETA: 0s - loss: 0.4886 - acc: 0.9167
878/878 [==============================]
- 1s 659us/sample - loss: 0.4583 - acc: 0.9169
39/39 [==============================]
- 13s 333ms/step - loss: 0.0494 - acc: 0.9821 - val_loss: 0.4546 - val_acc: 0.9169
Epoch 89/200
1/39 [..............................]
- ETA: 5s - loss: 0.0531 - acc: 0.9844
2/39 [>.............................]
- ETA: 6s - loss: 0.0560 - acc: 0.9844
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- ETA: 8s - loss: 0.0437 - acc: 0.9896
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- ETA: 8s - loss: 0.0408 - acc: 0.9863
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- ETA: 9s - loss: 0.0397 - acc: 0.9859
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- ETA: 9s - loss: 0.0386 - acc: 0.9870
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- ETA: 9s - loss: 0.0380 - acc: 0.9855
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- ETA: 9s - loss: 0.0376 - acc: 0.9844
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- ETA: 9s - loss: 0.0377 - acc: 0.9835
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- ETA: 9s - loss: 0.0371 - acc: 0.9836
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- ETA: 9s - loss: 0.0392 - acc: 0.9837
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- ETA: 8s - loss: 0.0406 - acc: 0.9837
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- ETA: 8s - loss: 0.0390 - acc: 0.9844
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- ETA: 8s - loss: 0.0372 - acc: 0.9855
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- ETA: 8s - loss: 0.0372 - acc: 0.9859
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- ETA: 7s - loss: 0.0412 - acc: 0.9849
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- ETA: 7s - loss: 0.0395 - acc: 0.9858
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- ETA: 7s - loss: 0.0394 - acc: 0.9852
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- ETA: 6s - loss: 0.0394 - acc: 0.9852
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- ETA: 6s - loss: 0.0401 - acc: 0.9844
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- ETA: 6s - loss: 0.0408 - acc: 0.9844
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- ETA: 5s - loss: 0.0401 - acc: 0.9847
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- ETA: 5s - loss: 0.0396 - acc: 0.9847
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- ETA: 5s - loss: 0.0414 - acc: 0.9840
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- ETA: 4s - loss: 0.0420 - acc: 0.9837
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- ETA: 4s - loss: 0.0406 - acc: 0.9844
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- ETA: 4s - loss: 0.0415 - acc: 0.9844
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- ETA: 3s - loss: 0.0415 - acc: 0.9844
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- ETA: 3s - loss: 0.0413 - acc: 0.9843
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- ETA: 3s - loss: 0.0421 - acc: 0.9838
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- ETA: 2s - loss: 0.0418 - acc: 0.9840
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- ETA: 2s - loss: 0.0437 - acc: 0.9836
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- ETA: 2s - loss: 0.0439 - acc: 0.9836
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- ETA: 1s - loss: 0.0452 - acc: 0.9832
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- ETA: 1s - loss: 0.0452 - acc: 0.9832
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- ETA: 1s - loss: 0.0454 - acc: 0.9828
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- ETA: 0s - loss: 0.0448 - acc: 0.9830
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- ETA: 0s - loss: 0.0456 - acc: 0.9825
128/878 [===>..........................]
- ETA: 0s - loss: 0.3389 - acc: 0.9297
256/878 [=======>......................]
- ETA: 0s - loss: 0.4442 - acc: 0.9102
384/878 [============>.................]
- ETA: 0s - loss: 0.4610 - acc: 0.9010
512/878 [================>.............]
- ETA: 0s - loss: 0.5005 - acc: 0.9043
640/878 [====================>.........]
- ETA: 0s - loss: 0.4695 - acc: 0.9078
768/878 [=========================>....]
- ETA: 0s - loss: 0.4641 - acc: 0.9115
878/878 [==============================]
- 1s 652us/sample - loss: 0.4389 - acc: 0.9134
39/39 [==============================]
- 14s 359ms/step - loss: 0.0461 - acc: 0.9821 - val_loss: 0.4359 - val_acc: 0.9134
Epoch 90/200
1/39 [..............................]
- ETA: 5s - loss: 0.0265 - acc: 0.9922
2/39 [>.............................]
- ETA: 5s - loss: 0.0286 - acc: 0.9883
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- ETA: 6s - loss: 0.0456 - acc: 0.9844
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- ETA: 7s - loss: 0.0459 - acc: 0.9863
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- ETA: 8s - loss: 0.0464 - acc: 0.9844
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- ETA: 8s - loss: 0.0443 - acc: 0.9844
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- ETA: 8s - loss: 0.0435 - acc: 0.9855
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- ETA: 8s - loss: 0.0432 - acc: 0.9854
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- ETA: 8s - loss: 0.0402 - acc: 0.9868
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- ETA: 8s - loss: 0.0433 - acc: 0.9865
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- ETA: 8s - loss: 0.0414 - acc: 0.9878
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- ETA: 7s - loss: 0.0408 - acc: 0.9875
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- ETA: 7s - loss: 0.0392 - acc: 0.9878
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- ETA: 7s - loss: 0.0373 - acc: 0.9887
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- ETA: 7s - loss: 0.0361 - acc: 0.9895
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- ETA: 7s - loss: 0.0352 - acc: 0.9897
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- ETA: 6s - loss: 0.0363 - acc: 0.9889
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- ETA: 6s - loss: 0.0379 - acc: 0.9877
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- ETA: 6s - loss: 0.0399 - acc: 0.9876
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- ETA: 5s - loss: 0.0384 - acc: 0.9882
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- ETA: 5s - loss: 0.0402 - acc: 0.9876
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- ETA: 5s - loss: 0.0399 - acc: 0.9875
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- ETA: 5s - loss: 0.0398 - acc: 0.9874
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- ETA: 4s - loss: 0.0414 - acc: 0.9872
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- ETA: 4s - loss: 0.0440 - acc: 0.9865
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- ETA: 4s - loss: 0.0429 - acc: 0.9870
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- ETA: 3s - loss: 0.0415 - acc: 0.9875
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- ETA: 3s - loss: 0.0449 - acc: 0.9863
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- ETA: 3s - loss: 0.0487 - acc: 0.9846
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- ETA: 2s - loss: 0.0484 - acc: 0.9846
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- ETA: 2s - loss: 0.0474 - acc: 0.9851
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- ETA: 2s - loss: 0.0470 - acc: 0.9853
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- ETA: 1s - loss: 0.0464 - acc: 0.9855
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- ETA: 1s - loss: 0.0467 - acc: 0.9855
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- ETA: 1s - loss: 0.0483 - acc: 0.9852
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- ETA: 0s - loss: 0.0477 - acc: 0.9854
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- ETA: 0s - loss: 0.0486 - acc: 0.9852
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- ETA: 0s - loss: 0.0487 - acc: 0.9851
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- ETA: 0s - loss: 0.3198 - acc: 0.9297
256/878 [=======>......................]
- ETA: 0s - loss: 0.3365 - acc: 0.9180
384/878 [============>.................]
- ETA: 0s - loss: 0.3121 - acc: 0.9141
512/878 [================>.............]
- ETA: 0s - loss: 0.3705 - acc: 0.9160
640/878 [====================>.........]
- ETA: 0s - loss: 0.3850 - acc: 0.9156
768/878 [=========================>....]
- ETA: 0s - loss: 0.3930 - acc: 0.9154
878/878 [==============================]
- 1s 630us/sample - loss: 0.3729 - acc: 0.9226
39/39 [==============================]
- 13s 341ms/step - loss: 0.0491 - acc: 0.9851 - val_loss: 0.3704 - val_acc: 0.9226
Epoch 91/200
1/39 [..............................]
- ETA: 5s - loss: 0.0255 - acc: 0.9922
2/39 [>.............................]
- ETA: 5s - loss: 0.0301 - acc: 0.9883
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- ETA: 7s - loss: 0.0430 - acc: 0.9818
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- ETA: 8s - loss: 0.0362 - acc: 0.9863
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- ETA: 8s - loss: 0.0312 - acc: 0.9891
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- ETA: 8s - loss: 0.0329 - acc: 0.9896
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- ETA: 8s - loss: 0.0301 - acc: 0.9909
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- ETA: 8s - loss: 0.0352 - acc: 0.9891
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- ETA: 8s - loss: 0.0448 - acc: 0.9859
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- ETA: 8s - loss: 0.0429 - acc: 0.9873
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- ETA: 8s - loss: 0.0421 - acc: 0.9870
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- ETA: 8s - loss: 0.0478 - acc: 0.9855
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- ETA: 7s - loss: 0.0477 - acc: 0.9854
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- ETA: 7s - loss: 0.0450 - acc: 0.9865
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- ETA: 7s - loss: 0.0442 - acc: 0.9863
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- ETA: 7s - loss: 0.0431 - acc: 0.9867
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- ETA: 6s - loss: 0.0427 - acc: 0.9866
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- ETA: 6s - loss: 0.0433 - acc: 0.9860
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- ETA: 6s - loss: 0.0426 - acc: 0.9863
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- ETA: 6s - loss: 0.0446 - acc: 0.9858
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- ETA: 5s - loss: 0.0458 - acc: 0.9854
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- ETA: 5s - loss: 0.0443 - acc: 0.9857
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- ETA: 5s - loss: 0.0427 - acc: 0.9863
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- ETA: 4s - loss: 0.0437 - acc: 0.9862
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- ETA: 4s - loss: 0.0443 - acc: 0.9859
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- ETA: 4s - loss: 0.0432 - acc: 0.9861
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- ETA: 3s - loss: 0.0442 - acc: 0.9855
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- ETA: 0s - loss: 0.0466 - acc: 0.9843
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- ETA: 0s - loss: 0.0467 - acc: 0.9839
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- ETA: 0s - loss: 0.2388 - acc: 0.9688
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- ETA: 0s - loss: 0.3431 - acc: 0.9297
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- ETA: 0s - loss: 0.4229 - acc: 0.9232
878/878 [==============================]
- 1s 651us/sample - loss: 0.4005 - acc: 0.9260
39/39 [==============================]
- 14s 350ms/step - loss: 0.0464 - acc: 0.9839 - val_loss: 0.3978 - val_acc: 0.9260
Epoch 92/200
1/39 [..............................]
- ETA: 5s - loss: 0.0638 - acc: 0.9766
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- ETA: 5s - loss: 0.0440 - acc: 0.9844
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- ETA: 7s - loss: 0.0318 - acc: 0.9896
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- ETA: 8s - loss: 0.0270 - acc: 0.9922
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- ETA: 9s - loss: 0.0281 - acc: 0.9922
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- ETA: 9s - loss: 0.0276 - acc: 0.9922
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- ETA: 9s - loss: 0.0396 - acc: 0.9888
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- ETA: 9s - loss: 0.0373 - acc: 0.9893
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- ETA: 8s - loss: 0.0349 - acc: 0.9905
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- ETA: 8s - loss: 0.0327 - acc: 0.9914
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- ETA: 8s - loss: 0.0317 - acc: 0.9915
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- ETA: 8s - loss: 0.0342 - acc: 0.9909
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- ETA: 8s - loss: 0.0389 - acc: 0.9904
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- ETA: 7s - loss: 0.0367 - acc: 0.9911
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- ETA: 7s - loss: 0.0425 - acc: 0.9901
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- ETA: 7s - loss: 0.0408 - acc: 0.9907
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- ETA: 6s - loss: 0.0426 - acc: 0.9898
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- ETA: 6s - loss: 0.0429 - acc: 0.9895
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- ETA: 6s - loss: 0.0480 - acc: 0.9872
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- ETA: 6s - loss: 0.0463 - acc: 0.9878
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- ETA: 5s - loss: 0.0499 - acc: 0.9865
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- ETA: 5s - loss: 0.0508 - acc: 0.9861
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- ETA: 3s - loss: 0.0504 - acc: 0.9851
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- ETA: 2s - loss: 0.0504 - acc: 0.9853
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- ETA: 0s - loss: 0.0486 - acc: 0.9847
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- ETA: 0s - loss: 0.0484 - acc: 0.9847
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- ETA: 0s - loss: 0.2402 - acc: 0.9531
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- ETA: 0s - loss: 0.3297 - acc: 0.9336
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- ETA: 0s - loss: 0.3571 - acc: 0.9219
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- ETA: 0s - loss: 0.4103 - acc: 0.9199
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- ETA: 0s - loss: 0.4198 - acc: 0.9172
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- ETA: 0s - loss: 0.4196 - acc: 0.9180
878/878 [==============================]
- 1s 620us/sample - loss: 0.3949 - acc: 0.9214
39/39 [==============================]
- 13s 339ms/step - loss: 0.0481 - acc: 0.9849 - val_loss: 0.3919 - val_acc: 0.9214
Epoch 93/200
1/39 [..............................]
- ETA: 24s - loss: 0.0143 - acc: 1.0000
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- ETA: 15s - loss: 0.0305 - acc: 0.9883
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- ETA: 12s - loss: 0.0251 - acc: 0.9922
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- ETA: 10s - loss: 0.0231 - acc: 0.9941
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- ETA: 9s - loss: 0.0274 - acc: 0.9906
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- ETA: 9s - loss: 0.0324 - acc: 0.9909
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- ETA: 9s - loss: 0.0337 - acc: 0.9911
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- ETA: 9s - loss: 0.0365 - acc: 0.9893
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- ETA: 9s - loss: 0.0366 - acc: 0.9887
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- ETA: 8s - loss: 0.0388 - acc: 0.9883
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- ETA: 8s - loss: 0.0366 - acc: 0.9886
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- ETA: 8s - loss: 0.0368 - acc: 0.9889
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- ETA: 8s - loss: 0.0349 - acc: 0.9898
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- ETA: 8s - loss: 0.0365 - acc: 0.9900
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- ETA: 7s - loss: 0.0381 - acc: 0.9891
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- ETA: 7s - loss: 0.0361 - acc: 0.9897
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- ETA: 7s - loss: 0.0342 - acc: 0.9903
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- ETA: 6s - loss: 0.0332 - acc: 0.9905
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- ETA: 6s - loss: 0.0353 - acc: 0.9898
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- ETA: 5s - loss: 0.0360 - acc: 0.9889
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- ETA: 4s - loss: 0.0373 - acc: 0.9882
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- ETA: 3s - loss: 0.0378 - acc: 0.9882
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- ETA: 3s - loss: 0.0398 - acc: 0.9881
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- ETA: 2s - loss: 0.0395 - acc: 0.9882
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- ETA: 2s - loss: 0.0398 - acc: 0.9884
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- ETA: 2s - loss: 0.0396 - acc: 0.9885
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- ETA: 2s - loss: 0.0404 - acc: 0.9881
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- ETA: 1s - loss: 0.0407 - acc: 0.9878
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- ETA: 1s - loss: 0.0415 - acc: 0.9877
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- ETA: 1s - loss: 0.0407 - acc: 0.9880
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- ETA: 0s - loss: 0.0407 - acc: 0.9881
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- ETA: 0s - loss: 0.0409 - acc: 0.9880
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- ETA: 0s - loss: 0.2652 - acc: 0.9453
256/878 [=======>......................]
- ETA: 0s - loss: 0.3145 - acc: 0.9258
384/878 [============>.................]
- ETA: 0s - loss: 0.3438 - acc: 0.9167
512/878 [================>.............]
- ETA: 0s - loss: 0.3643 - acc: 0.9219
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- ETA: 0s - loss: 0.3658 - acc: 0.9187
768/878 [=========================>....]
- ETA: 0s - loss: 0.3661 - acc: 0.9193
878/878 [==============================]
- 1s 622us/sample - loss: 0.3514 - acc: 0.9214
39/39 [==============================]
- 14s 350ms/step - loss: 0.0409 - acc: 0.9877 - val_loss: 0.3496 - val_acc: 0.9214
Epoch 94/200
1/39 [..............................]
- ETA: 20s - loss: 0.0244 - acc: 0.9922
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- ETA: 16s - loss: 0.0290 - acc: 0.9922
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- ETA: 13s - loss: 0.0450 - acc: 0.9870
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- ETA: 10s - loss: 0.0530 - acc: 0.9824
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- ETA: 9s - loss: 0.0463 - acc: 0.9844
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- ETA: 8s - loss: 0.0419 - acc: 0.9857
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- ETA: 8s - loss: 0.0367 - acc: 0.9877
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- ETA: 8s - loss: 0.0357 - acc: 0.9883
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- ETA: 8s - loss: 0.0361 - acc: 0.9887
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- ETA: 8s - loss: 0.0490 - acc: 0.9867
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- ETA: 8s - loss: 0.0465 - acc: 0.9872
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- ETA: 8s - loss: 0.0449 - acc: 0.9876
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- ETA: 7s - loss: 0.0436 - acc: 0.9874
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- ETA: 7s - loss: 0.0479 - acc: 0.9855
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- ETA: 7s - loss: 0.0473 - acc: 0.9859
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- ETA: 7s - loss: 0.0496 - acc: 0.9849
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- ETA: 6s - loss: 0.0484 - acc: 0.9853
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- ETA: 6s - loss: 0.0469 - acc: 0.9857
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- ETA: 6s - loss: 0.0473 - acc: 0.9856
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- ETA: 5s - loss: 0.0457 - acc: 0.9859
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- ETA: 5s - loss: 0.0458 - acc: 0.9851
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- ETA: 5s - loss: 0.0438 - acc: 0.9858
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- ETA: 5s - loss: 0.0420 - acc: 0.9864
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- ETA: 4s - loss: 0.0417 - acc: 0.9863
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- ETA: 4s - loss: 0.0419 - acc: 0.9862
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- ETA: 4s - loss: 0.0412 - acc: 0.9868
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- ETA: 3s - loss: 0.0440 - acc: 0.9852
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- ETA: 3s - loss: 0.0446 - acc: 0.9847
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- ETA: 3s - loss: 0.0452 - acc: 0.9846
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- ETA: 2s - loss: 0.0463 - acc: 0.9839
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- ETA: 2s - loss: 0.0465 - acc: 0.9836
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- ETA: 2s - loss: 0.0479 - acc: 0.9824
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- ETA: 1s - loss: 0.0474 - acc: 0.9826
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- ETA: 1s - loss: 0.0469 - acc: 0.9829
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- ETA: 1s - loss: 0.0481 - acc: 0.9825
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- ETA: 0s - loss: 0.0488 - acc: 0.9821
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- ETA: 0s - loss: 0.0490 - acc: 0.9818
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- ETA: 0s - loss: 0.0482 - acc: 0.9820
128/878 [===>..........................]
- ETA: 0s - loss: 0.3214 - acc: 0.9297
256/878 [=======>......................]
- ETA: 0s - loss: 0.3815 - acc: 0.9141
384/878 [============>.................]
- ETA: 0s - loss: 0.4501 - acc: 0.9089
512/878 [================>.............]
- ETA: 0s - loss: 0.5168 - acc: 0.9102
640/878 [====================>.........]
- ETA: 0s - loss: 0.4918 - acc: 0.9109
768/878 [=========================>....]
- ETA: 0s - loss: 0.4819 - acc: 0.9102
878/878 [==============================]
- 1s 624us/sample - loss: 0.4543 - acc: 0.9123
39/39 [==============================]
- 13s 337ms/step - loss: 0.0480 - acc: 0.9819 - val_loss: 0.4509 - val_acc: 0.9123
Epoch 95/200
1/39 [..............................]
- ETA: 5s - loss: 0.0083 - acc: 1.0000
2/39 [>.............................]
- ETA: 5s - loss: 0.0248 - acc: 0.9844
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- ETA: 7s - loss: 0.0201 - acc: 0.9896
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- ETA: 8s - loss: 0.0526 - acc: 0.9805
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- ETA: 9s - loss: 0.0582 - acc: 0.9797
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- ETA: 9s - loss: 0.0629 - acc: 0.9792
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- ETA: 9s - loss: 0.0639 - acc: 0.9783
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- ETA: 9s - loss: 0.0621 - acc: 0.9791
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- ETA: 9s - loss: 0.0626 - acc: 0.9779
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- ETA: 8s - loss: 0.0592 - acc: 0.9786
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- ETA: 8s - loss: 0.0581 - acc: 0.9791
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- ETA: 8s - loss: 0.0584 - acc: 0.9789
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- ETA: 8s - loss: 0.0623 - acc: 0.9793
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- ETA: 8s - loss: 0.0639 - acc: 0.9786
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- ETA: 7s - loss: 0.0637 - acc: 0.9790
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- ETA: 7s - loss: 0.0616 - acc: 0.9793
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- ETA: 7s - loss: 0.0623 - acc: 0.9787
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- ETA: 6s - loss: 0.0615 - acc: 0.9781
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- ETA: 6s - loss: 0.0593 - acc: 0.9789
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- ETA: 6s - loss: 0.0579 - acc: 0.9791
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- ETA: 5s - loss: 0.0574 - acc: 0.9786
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- ETA: 5s - loss: 0.0570 - acc: 0.9789
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- ETA: 5s - loss: 0.0562 - acc: 0.9795
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- ETA: 4s - loss: 0.0592 - acc: 0.9794
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- ETA: 4s - loss: 0.0604 - acc: 0.9786
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- ETA: 4s - loss: 0.0602 - acc: 0.9785
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- ETA: 4s - loss: 0.0599 - acc: 0.9788
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- ETA: 3s - loss: 0.0592 - acc: 0.9790
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- ETA: 3s - loss: 0.0588 - acc: 0.9791
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- ETA: 3s - loss: 0.0584 - acc: 0.9793
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- ETA: 2s - loss: 0.0573 - acc: 0.9800
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- ETA: 2s - loss: 0.0562 - acc: 0.9804
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- ETA: 2s - loss: 0.0564 - acc: 0.9807
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- ETA: 1s - loss: 0.0576 - acc: 0.9802
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- ETA: 1s - loss: 0.0572 - acc: 0.9803
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- ETA: 1s - loss: 0.0559 - acc: 0.9808
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- ETA: 0s - loss: 0.0570 - acc: 0.9801
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- ETA: 0s - loss: 0.0565 - acc: 0.9802
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- ETA: 0s - loss: 0.2640 - acc: 0.9375
256/878 [=======>......................]
- ETA: 0s - loss: 0.3601 - acc: 0.9219
384/878 [============>.................]
- ETA: 0s - loss: 0.3491 - acc: 0.9141
512/878 [================>.............]
- ETA: 0s - loss: 0.3735 - acc: 0.9180
640/878 [====================>.........]
- ETA: 0s - loss: 0.3718 - acc: 0.9203
768/878 [=========================>....]
- ETA: 0s - loss: 0.3748 - acc: 0.9232
878/878 [==============================]
- 1s 617us/sample - loss: 0.3573 - acc: 0.9248
39/39 [==============================]
- 14s 353ms/step - loss: 0.0569 - acc: 0.9801 - val_loss: 0.3551 - val_acc: 0.9248
Epoch 96/200
1/39 [..............................]
- ETA: 6s - loss: 0.0544 - acc: 0.9844
2/39 [>.............................]
- ETA: 6s - loss: 0.0354 - acc: 0.9922
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- ETA: 7s - loss: 0.0393 - acc: 0.9896
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- ETA: 8s - loss: 0.0453 - acc: 0.9902
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- ETA: 8s - loss: 0.0495 - acc: 0.9871
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- ETA: 8s - loss: 0.0457 - acc: 0.9880
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- ETA: 8s - loss: 0.0414 - acc: 0.9897
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- ETA: 8s - loss: 0.0444 - acc: 0.9871
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- ETA: 8s - loss: 0.0428 - acc: 0.9876
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- ETA: 8s - loss: 0.0440 - acc: 0.9865
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- ETA: 8s - loss: 0.0428 - acc: 0.9870
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- ETA: 7s - loss: 0.0405 - acc: 0.9875
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- ETA: 7s - loss: 0.0424 - acc: 0.9872
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- ETA: 7s - loss: 0.0434 - acc: 0.9859
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- ETA: 7s - loss: 0.0435 - acc: 0.9853
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- ETA: 6s - loss: 0.0435 - acc: 0.9857
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- ETA: 6s - loss: 0.0419 - acc: 0.9861
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- ETA: 6s - loss: 0.0420 - acc: 0.9860
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- ETA: 6s - loss: 0.0433 - acc: 0.9855
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- ETA: 5s - loss: 0.0467 - acc: 0.9847
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- ETA: 5s - loss: 0.0524 - acc: 0.9843
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- ETA: 5s - loss: 0.0517 - acc: 0.9839
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- ETA: 5s - loss: 0.0510 - acc: 0.9839
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- ETA: 4s - loss: 0.0496 - acc: 0.9846
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- ETA: 4s - loss: 0.0490 - acc: 0.9849
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- ETA: 4s - loss: 0.0512 - acc: 0.9834
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- ETA: 3s - loss: 0.0525 - acc: 0.9828
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- ETA: 3s - loss: 0.0507 - acc: 0.9832
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- ETA: 0s - loss: 0.0555 - acc: 0.9818
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- ETA: 0s - loss: 0.0564 - acc: 0.9816
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- ETA: 0s - loss: 0.2829 - acc: 0.9453
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- ETA: 0s - loss: 0.3790 - acc: 0.9258
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- ETA: 0s - loss: 0.4225 - acc: 0.9167
878/878 [==============================]
- 1s 644us/sample - loss: 0.4184 - acc: 0.9180
39/39 [==============================]
- 13s 344ms/step - loss: 0.0560 - acc: 0.9815 - val_loss: 0.4179 - val_acc: 0.9180
Epoch 97/200
1/39 [..............................]
- ETA: 7s - loss: 0.0654 - acc: 0.9766
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- ETA: 7s - loss: 0.0724 - acc: 0.9766
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- ETA: 8s - loss: 0.0700 - acc: 0.9766
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- ETA: 9s - loss: 0.0886 - acc: 0.9707
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- ETA: 9s - loss: 0.0920 - acc: 0.9703
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- ETA: 9s - loss: 0.0878 - acc: 0.9714
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- ETA: 9s - loss: 0.0871 - acc: 0.9721
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- ETA: 9s - loss: 0.0929 - acc: 0.9701
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- ETA: 9s - loss: 0.1064 - acc: 0.9682
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- ETA: 9s - loss: 0.1152 - acc: 0.9643
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- ETA: 9s - loss: 0.1238 - acc: 0.9633
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- ETA: 8s - loss: 0.1201 - acc: 0.9637
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- ETA: 8s - loss: 0.1189 - acc: 0.9647
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- ETA: 8s - loss: 0.1168 - acc: 0.9645
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- ETA: 7s - loss: 0.1217 - acc: 0.9632
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- ETA: 7s - loss: 0.1171 - acc: 0.9635
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- ETA: 7s - loss: 0.1194 - acc: 0.9620
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- ETA: 6s - loss: 0.1255 - acc: 0.9584
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- ETA: 6s - loss: 0.1284 - acc: 0.9577
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- ETA: 6s - loss: 0.1262 - acc: 0.9591
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- ETA: 5s - loss: 0.1318 - acc: 0.9577
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- ETA: 5s - loss: 0.1292 - acc: 0.9585
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- ETA: 4s - loss: 0.1292 - acc: 0.9584
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- ETA: 0s - loss: 0.1218 - acc: 0.9601
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- ETA: 0s - loss: 0.1195 - acc: 0.9610
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- ETA: 0s - loss: 0.2474 - acc: 0.9375
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- ETA: 0s - loss: 0.4173 - acc: 0.9141
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- ETA: 0s - loss: 0.4235 - acc: 0.9141
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- ETA: 0s - loss: 0.4378 - acc: 0.9141
878/878 [==============================]
- 1s 599us/sample - loss: 0.4283 - acc: 0.9157
39/39 [==============================]
- 14s 351ms/step - loss: 0.1187 - acc: 0.9610 - val_loss: 0.4271 - val_acc: 0.9157
Epoch 98/200
1/39 [..............................]
- ETA: 5s - loss: 0.0578 - acc: 0.9844
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- ETA: 6s - loss: 0.0651 - acc: 0.9805
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- ETA: 7s - loss: 0.0693 - acc: 0.9844
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- ETA: 8s - loss: 0.0619 - acc: 0.9812
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- ETA: 8s - loss: 0.0666 - acc: 0.9792
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- ETA: 8s - loss: 0.0659 - acc: 0.9777
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- ETA: 8s - loss: 0.0767 - acc: 0.9766
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- ETA: 8s - loss: 0.0794 - acc: 0.9774
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- ETA: 8s - loss: 0.0774 - acc: 0.9781
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- ETA: 8s - loss: 0.0846 - acc: 0.9759
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- ETA: 7s - loss: 0.0895 - acc: 0.9724
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- ETA: 7s - loss: 0.0898 - acc: 0.9721
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- ETA: 7s - loss: 0.0877 - acc: 0.9724
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- ETA: 6s - loss: 0.0883 - acc: 0.9727
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- ETA: 3s - loss: 0.0908 - acc: 0.9696
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- ETA: 3s - loss: 0.0887 - acc: 0.9704
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- ETA: 3s - loss: 0.0880 - acc: 0.9704
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- ETA: 2s - loss: 0.0866 - acc: 0.9706
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- ETA: 2s - loss: 0.0858 - acc: 0.9701
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- ETA: 2s - loss: 0.0843 - acc: 0.9706
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- ETA: 1s - loss: 0.0807 - acc: 0.9720
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- ETA: 0s - loss: 0.0798 - acc: 0.9723
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- ETA: 0s - loss: 0.0802 - acc: 0.9724
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- ETA: 0s - loss: 0.0799 - acc: 0.9725
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- ETA: 0s - loss: 0.3492 - acc: 0.9297
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- ETA: 0s - loss: 0.3531 - acc: 0.9141
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- ETA: 0s - loss: 0.3941 - acc: 0.9141
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- ETA: 0s - loss: 0.4226 - acc: 0.9141
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- ETA: 0s - loss: 0.4204 - acc: 0.9125
768/878 [=========================>....]
- ETA: 0s - loss: 0.4091 - acc: 0.9141
878/878 [==============================]
- 1s 611us/sample - loss: 0.3839 - acc: 0.9157
39/39 [==============================]
- 13s 330ms/step - loss: 0.0796 - acc: 0.9731 - val_loss: 0.3808 - val_acc: 0.9157
Epoch 99/200
1/39 [..............................]
- ETA: 5s - loss: 0.0298 - acc: 0.9922
2/39 [>.............................]
- ETA: 12s - loss: 0.0289 - acc: 0.9922
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- ETA: 10s - loss: 0.0280 - acc: 0.9948
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- ETA: 9s - loss: 0.0342 - acc: 0.9902
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- ETA: 8s - loss: 0.0376 - acc: 0.9859
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- ETA: 8s - loss: 0.0378 - acc: 0.9870
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- ETA: 8s - loss: 0.0366 - acc: 0.9877
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- ETA: 8s - loss: 0.0395 - acc: 0.9873
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- ETA: 8s - loss: 0.0394 - acc: 0.9861
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- ETA: 8s - loss: 0.0374 - acc: 0.9875
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- ETA: 8s - loss: 0.0354 - acc: 0.9886
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- ETA: 8s - loss: 0.0337 - acc: 0.9896
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- ETA: 7s - loss: 0.0325 - acc: 0.9904
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- ETA: 7s - loss: 0.0320 - acc: 0.9911
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- ETA: 7s - loss: 0.0314 - acc: 0.9917
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- ETA: 7s - loss: 0.0321 - acc: 0.9907
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- ETA: 6s - loss: 0.0323 - acc: 0.9908
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- ETA: 6s - loss: 0.0319 - acc: 0.9909
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- ETA: 6s - loss: 0.0313 - acc: 0.9910
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- ETA: 6s - loss: 0.0311 - acc: 0.9910
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- ETA: 5s - loss: 0.0311 - acc: 0.9907
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- ETA: 5s - loss: 0.0306 - acc: 0.9911
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- ETA: 3s - loss: 0.0304 - acc: 0.9907
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- ETA: 3s - loss: 0.0313 - acc: 0.9902
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- ETA: 3s - loss: 0.0328 - acc: 0.9900
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- ETA: 2s - loss: 0.0335 - acc: 0.9896
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- ETA: 2s - loss: 0.0337 - acc: 0.9894
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- ETA: 2s - loss: 0.0351 - acc: 0.9893
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- ETA: 1s - loss: 0.0352 - acc: 0.9889
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- ETA: 1s - loss: 0.0351 - acc: 0.9887
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- ETA: 1s - loss: 0.0349 - acc: 0.9886
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- ETA: 0s - loss: 0.0345 - acc: 0.9887
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- ETA: 0s - loss: 0.0349 - acc: 0.9883
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- ETA: 0s - loss: 0.0342 - acc: 0.9886
128/878 [===>..........................]
- ETA: 0s - loss: 0.2928 - acc: 0.9609
256/878 [=======>......................]
- ETA: 0s - loss: 0.4361 - acc: 0.9336
384/878 [============>.................]
- ETA: 0s - loss: 0.4973 - acc: 0.9245
512/878 [================>.............]
- ETA: 0s - loss: 0.5272 - acc: 0.9219
640/878 [====================>.........]
- ETA: 0s - loss: 0.5077 - acc: 0.9234
768/878 [=========================>....]
- ETA: 0s - loss: 0.4902 - acc: 0.9219
878/878 [==============================]
- 1s 607us/sample - loss: 0.4516 - acc: 0.9260
39/39 [==============================]
- 13s 342ms/step - loss: 0.0342 - acc: 0.9885 - val_loss: 0.4469 - val_acc: 0.9260
Epoch 100/200
1/39 [..............................]
- ETA: 10s - loss: 0.0320 - acc: 0.9844
2/39 [>.............................]
- ETA: 9s - loss: 0.0248 - acc: 0.9922
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- ETA: 8s - loss: 0.0359 - acc: 0.9896
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- ETA: 7s - loss: 0.0438 - acc: 0.9902
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- ETA: 8s - loss: 0.0409 - acc: 0.9906
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- ETA: 8s - loss: 0.0402 - acc: 0.9909
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- ETA: 8s - loss: 0.0362 - acc: 0.9922
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- ETA: 8s - loss: 0.0428 - acc: 0.9902
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- ETA: 8s - loss: 0.0486 - acc: 0.9896
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- ETA: 8s - loss: 0.0485 - acc: 0.9875
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- ETA: 8s - loss: 0.0449 - acc: 0.9886
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- ETA: 7s - loss: 0.0426 - acc: 0.9896
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- ETA: 7s - loss: 0.0489 - acc: 0.9868
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- ETA: 7s - loss: 0.0469 - acc: 0.9877
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- ETA: 7s - loss: 0.0442 - acc: 0.9885
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- ETA: 6s - loss: 0.0441 - acc: 0.9878
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- ETA: 6s - loss: 0.0422 - acc: 0.9881
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- ETA: 6s - loss: 0.0425 - acc: 0.9878
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- ETA: 6s - loss: 0.0416 - acc: 0.9881
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- ETA: 5s - loss: 0.0427 - acc: 0.9875
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- ETA: 5s - loss: 0.0414 - acc: 0.9881
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- ETA: 5s - loss: 0.0409 - acc: 0.9876
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- ETA: 4s - loss: 0.0401 - acc: 0.9874
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- ETA: 4s - loss: 0.0418 - acc: 0.9867
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- ETA: 4s - loss: 0.0405 - acc: 0.9872
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- ETA: 4s - loss: 0.0394 - acc: 0.9877
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- ETA: 3s - loss: 0.0382 - acc: 0.9881
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- ETA: 3s - loss: 0.0382 - acc: 0.9883
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- ETA: 3s - loss: 0.0382 - acc: 0.9881
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- ETA: 2s - loss: 0.0383 - acc: 0.9883
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- ETA: 2s - loss: 0.0392 - acc: 0.9879
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- ETA: 2s - loss: 0.0388 - acc: 0.9880
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- ETA: 1s - loss: 0.0385 - acc: 0.9879
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- ETA: 1s - loss: 0.0392 - acc: 0.9874
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- ETA: 1s - loss: 0.0416 - acc: 0.9866
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- ETA: 0s - loss: 0.0424 - acc: 0.9861
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- ETA: 0s - loss: 0.0417 - acc: 0.9862
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- ETA: 0s - loss: 0.0444 - acc: 0.9851
128/878 [===>..........................]
- ETA: 0s - loss: 0.2916 - acc: 0.9531
256/878 [=======>......................]
- ETA: 0s - loss: 0.4458 - acc: 0.9219
384/878 [============>.................]
- ETA: 0s - loss: 0.5164 - acc: 0.9089
512/878 [================>.............]
- ETA: 0s - loss: 0.5364 - acc: 0.9082
640/878 [====================>.........]
- ETA: 0s - loss: 0.5146 - acc: 0.9094
768/878 [=========================>....]
- ETA: 0s - loss: 0.5133 - acc: 0.9076
878/878 [==============================]
- 1s 616us/sample - loss: 0.4707 - acc: 0.9112
39/39 [==============================]
- 13s 332ms/step - loss: 0.0442 - acc: 0.9853 - val_loss: 0.4654 - val_acc: 0.9112
Epoch 101/200
1/39 [..............................]
- ETA: 5s - loss: 0.0198 - acc: 1.0000
2/39 [>.............................]
- ETA: 5s - loss: 0.0205 - acc: 0.9922
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- ETA: 7s - loss: 0.0178 - acc: 0.9948
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- ETA: 8s - loss: 0.0272 - acc: 0.9883
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- ETA: 8s - loss: 0.0319 - acc: 0.9859
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- ETA: 9s - loss: 0.0342 - acc: 0.9870
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- ETA: 9s - loss: 0.0391 - acc: 0.9844
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- ETA: 9s - loss: 0.0399 - acc: 0.9834
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- ETA: 8s - loss: 0.0371 - acc: 0.9852
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- ETA: 8s - loss: 0.0385 - acc: 0.9844
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- ETA: 8s - loss: 0.0461 - acc: 0.9822
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- ETA: 8s - loss: 0.0492 - acc: 0.9824
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- ETA: 8s - loss: 0.0466 - acc: 0.9838
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- ETA: 7s - loss: 0.0519 - acc: 0.9821
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- ETA: 7s - loss: 0.0572 - acc: 0.9802
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- ETA: 7s - loss: 0.0560 - acc: 0.9805
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- ETA: 7s - loss: 0.0563 - acc: 0.9793
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- ETA: 6s - loss: 0.0546 - acc: 0.9800
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- ETA: 6s - loss: 0.0547 - acc: 0.9803
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- ETA: 6s - loss: 0.0544 - acc: 0.9805
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- ETA: 5s - loss: 0.0534 - acc: 0.9810
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- ETA: 5s - loss: 0.0514 - acc: 0.9819
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- ETA: 4s - loss: 0.0512 - acc: 0.9819
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- ETA: 3s - loss: 0.0513 - acc: 0.9815
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- ETA: 3s - loss: 0.0498 - acc: 0.9821
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- ETA: 3s - loss: 0.0503 - acc: 0.9822
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- ETA: 2s - loss: 0.0494 - acc: 0.9826
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- ETA: 2s - loss: 0.0493 - acc: 0.9826
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- ETA: 2s - loss: 0.0482 - acc: 0.9832
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- ETA: 1s - loss: 0.0480 - acc: 0.9832
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- ETA: 1s - loss: 0.0469 - acc: 0.9837
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- ETA: 1s - loss: 0.0472 - acc: 0.9836
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- ETA: 0s - loss: 0.0463 - acc: 0.9841
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- ETA: 0s - loss: 0.0460 - acc: 0.9841
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- ETA: 0s - loss: 0.0458 - acc: 0.9841
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- ETA: 0s - loss: 0.2268 - acc: 0.9531
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- ETA: 0s - loss: 0.4145 - acc: 0.9141
384/878 [============>.................]
- ETA: 0s - loss: 0.4171 - acc: 0.9115
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- ETA: 0s - loss: 0.4513 - acc: 0.9141
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- ETA: 0s - loss: 0.4553 - acc: 0.9125
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- ETA: 0s - loss: 0.4656 - acc: 0.9115
878/878 [==============================]
- 1s 611us/sample - loss: 0.4363 - acc: 0.9157
39/39 [==============================]
- 14s 347ms/step - loss: 0.0465 - acc: 0.9841 - val_loss: 0.4328 - val_acc: 0.9157
Epoch 102/200
1/39 [..............................]
- ETA: 5s - loss: 0.0964 - acc: 0.9688
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- ETA: 5s - loss: 0.0689 - acc: 0.9766
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- ETA: 6s - loss: 0.0551 - acc: 0.9818
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- ETA: 7s - loss: 0.0434 - acc: 0.9863
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- ETA: 8s - loss: 0.0426 - acc: 0.9844
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- ETA: 8s - loss: 0.0383 - acc: 0.9857
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- ETA: 8s - loss: 0.0422 - acc: 0.9844
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- ETA: 8s - loss: 0.0437 - acc: 0.9834
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- ETA: 8s - loss: 0.0437 - acc: 0.9835
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- ETA: 8s - loss: 0.0455 - acc: 0.9836
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- ETA: 8s - loss: 0.0478 - acc: 0.9822
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- ETA: 7s - loss: 0.0470 - acc: 0.9824
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- ETA: 7s - loss: 0.0450 - acc: 0.9838
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- ETA: 7s - loss: 0.0445 - acc: 0.9833
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- ETA: 7s - loss: 0.0457 - acc: 0.9833
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- ETA: 6s - loss: 0.0443 - acc: 0.9831
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- ETA: 5s - loss: 0.0451 - acc: 0.9828
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- ETA: 5s - loss: 0.0438 - acc: 0.9836
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- ETA: 5s - loss: 0.0440 - acc: 0.9830
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- ETA: 3s - loss: 0.0431 - acc: 0.9835
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- ETA: 3s - loss: 0.0446 - acc: 0.9830
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- ETA: 1s - loss: 0.0425 - acc: 0.9842
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- ETA: 0s - loss: 0.0419 - acc: 0.9843
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- ETA: 0s - loss: 0.0439 - acc: 0.9843
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- ETA: 0s - loss: 0.0437 - acc: 0.9843
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- ETA: 0s - loss: 0.3551 - acc: 0.9453
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- ETA: 0s - loss: 0.4203 - acc: 0.9141
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- ETA: 0s - loss: 0.4164 - acc: 0.9141
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- ETA: 0s - loss: 0.4614 - acc: 0.9160
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- ETA: 0s - loss: 0.4588 - acc: 0.9141
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- ETA: 0s - loss: 0.4595 - acc: 0.9141
878/878 [==============================]
- 1s 671us/sample - loss: 0.4286 - acc: 0.9169
39/39 [==============================]
- 13s 334ms/step - loss: 0.0487 - acc: 0.9837 - val_loss: 0.4248 - val_acc: 0.9169
Epoch 103/200
1/39 [..............................]
- ETA: 5s - loss: 0.0712 - acc: 0.9766
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- ETA: 5s - loss: 0.0425 - acc: 0.9883
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- ETA: 7s - loss: 0.0336 - acc: 0.9896
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- ETA: 8s - loss: 0.0367 - acc: 0.9883
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- ETA: 8s - loss: 0.0450 - acc: 0.9859
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- ETA: 9s - loss: 0.0439 - acc: 0.9844
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- ETA: 9s - loss: 0.0437 - acc: 0.9833
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- ETA: 9s - loss: 0.0424 - acc: 0.9834
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- ETA: 9s - loss: 0.0423 - acc: 0.9835
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- ETA: 9s - loss: 0.0392 - acc: 0.9844
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- ETA: 8s - loss: 0.0393 - acc: 0.9844
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- ETA: 8s - loss: 0.0373 - acc: 0.9857
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- ETA: 8s - loss: 0.0448 - acc: 0.9832
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- ETA: 8s - loss: 0.0438 - acc: 0.9833
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- ETA: 7s - loss: 0.0426 - acc: 0.9839
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- ETA: 7s - loss: 0.0441 - acc: 0.9829
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- ETA: 7s - loss: 0.0465 - acc: 0.9821
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- ETA: 7s - loss: 0.0483 - acc: 0.9822
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- ETA: 6s - loss: 0.0464 - acc: 0.9831
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- ETA: 6s - loss: 0.0442 - acc: 0.9840
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- ETA: 6s - loss: 0.0432 - acc: 0.9844
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- ETA: 5s - loss: 0.0419 - acc: 0.9851
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- ETA: 5s - loss: 0.0410 - acc: 0.9857
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- ETA: 4s - loss: 0.0414 - acc: 0.9853
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- ETA: 4s - loss: 0.0412 - acc: 0.9856
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- ETA: 4s - loss: 0.0450 - acc: 0.9850
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- ETA: 3s - loss: 0.0441 - acc: 0.9852
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- ETA: 3s - loss: 0.0429 - acc: 0.9857
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- ETA: 3s - loss: 0.0424 - acc: 0.9861
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- ETA: 2s - loss: 0.0413 - acc: 0.9866
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- ETA: 2s - loss: 0.0410 - acc: 0.9865
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- ETA: 2s - loss: 0.0414 - acc: 0.9862
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- ETA: 1s - loss: 0.0403 - acc: 0.9866
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- ETA: 1s - loss: 0.0402 - acc: 0.9866
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- ETA: 1s - loss: 0.0403 - acc: 0.9865
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- ETA: 0s - loss: 0.0396 - acc: 0.9869
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- ETA: 0s - loss: 0.0406 - acc: 0.9864
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- ETA: 0s - loss: 0.2778 - acc: 0.9375
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- ETA: 0s - loss: 0.3652 - acc: 0.9258
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- ETA: 0s - loss: 0.3777 - acc: 0.9167
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- ETA: 0s - loss: 0.4097 - acc: 0.9199
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- ETA: 0s - loss: 0.4136 - acc: 0.9219
768/878 [=========================>....]
- ETA: 0s - loss: 0.4177 - acc: 0.9206
878/878 [==============================]
- 1s 611us/sample - loss: 0.3872 - acc: 0.9237
39/39 [==============================]
- 14s 356ms/step - loss: 0.0420 - acc: 0.9863 - val_loss: 0.3834 - val_acc: 0.9237
Epoch 104/200
1/39 [..............................]
- ETA: 5s - loss: 0.0138 - acc: 0.9922
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- ETA: 6s - loss: 0.0153 - acc: 0.9922
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- ETA: 6s - loss: 0.0132 - acc: 0.9948
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- ETA: 7s - loss: 0.0197 - acc: 0.9902
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- ETA: 8s - loss: 0.0216 - acc: 0.9891
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- ETA: 8s - loss: 0.0204 - acc: 0.9909
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- ETA: 8s - loss: 0.0235 - acc: 0.9911
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- ETA: 8s - loss: 0.0227 - acc: 0.9912
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- ETA: 8s - loss: 0.0220 - acc: 0.9913
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- ETA: 8s - loss: 0.0216 - acc: 0.9914
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- ETA: 8s - loss: 0.0265 - acc: 0.9886
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- ETA: 7s - loss: 0.0255 - acc: 0.9889
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- ETA: 7s - loss: 0.0244 - acc: 0.9898
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- ETA: 7s - loss: 0.0236 - acc: 0.9900
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- ETA: 7s - loss: 0.0243 - acc: 0.9891
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- ETA: 6s - loss: 0.0251 - acc: 0.9888
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- ETA: 6s - loss: 0.0247 - acc: 0.9894
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- ETA: 6s - loss: 0.0252 - acc: 0.9891
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- ETA: 6s - loss: 0.0261 - acc: 0.9889
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- ETA: 5s - loss: 0.0264 - acc: 0.9891
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- ETA: 5s - loss: 0.0285 - acc: 0.9885
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- ETA: 5s - loss: 0.0282 - acc: 0.9890
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- ETA: 4s - loss: 0.0266 - acc: 0.9893
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- ETA: 3s - loss: 0.0259 - acc: 0.9892
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- ETA: 3s - loss: 0.0251 - acc: 0.9896
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- ETA: 3s - loss: 0.0257 - acc: 0.9892
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- ETA: 2s - loss: 0.0264 - acc: 0.9890
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- ETA: 2s - loss: 0.0265 - acc: 0.9889
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- ETA: 2s - loss: 0.0267 - acc: 0.9890
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- ETA: 1s - loss: 0.0264 - acc: 0.9891
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- ETA: 1s - loss: 0.0273 - acc: 0.9889
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- ETA: 1s - loss: 0.0277 - acc: 0.9886
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- ETA: 0s - loss: 0.0275 - acc: 0.9887
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- ETA: 0s - loss: 0.0272 - acc: 0.9888
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- ETA: 0s - loss: 0.0268 - acc: 0.9891
128/878 [===>..........................]
- ETA: 0s - loss: 0.3694 - acc: 0.9219
256/878 [=======>......................]
- ETA: 0s - loss: 0.4019 - acc: 0.9062
384/878 [============>.................]
- ETA: 0s - loss: 0.4452 - acc: 0.9010
512/878 [================>.............]
- ETA: 0s - loss: 0.4940 - acc: 0.9023
640/878 [====================>.........]
- ETA: 0s - loss: 0.4902 - acc: 0.9016
768/878 [=========================>....]
- ETA: 0s - loss: 0.4987 - acc: 0.8984
878/878 [==============================]
- 1s 611us/sample - loss: 0.4589 - acc: 0.9066
39/39 [==============================]
- 13s 330ms/step - loss: 0.0281 - acc: 0.9885 - val_loss: 0.4540 - val_acc: 0.9066
Epoch 105/200
1/39 [..............................]
- ETA: 5s - loss: 0.0556 - acc: 0.9766
2/39 [>.............................]
- ETA: 5s - loss: 0.0496 - acc: 0.9805
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- ETA: 7s - loss: 0.0533 - acc: 0.9792
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- ETA: 8s - loss: 0.0451 - acc: 0.9824
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- ETA: 9s - loss: 0.0417 - acc: 0.9844
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- ETA: 9s - loss: 0.0388 - acc: 0.9857
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- ETA: 9s - loss: 0.0397 - acc: 0.9855
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- ETA: 9s - loss: 0.0420 - acc: 0.9863
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- ETA: 9s - loss: 0.0437 - acc: 0.9852
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- ETA: 8s - loss: 0.0444 - acc: 0.9849
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- ETA: 8s - loss: 0.0412 - acc: 0.9863
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- ETA: 8s - loss: 0.0397 - acc: 0.9868
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- ETA: 8s - loss: 0.0431 - acc: 0.9860
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- ETA: 7s - loss: 0.0427 - acc: 0.9859
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- ETA: 7s - loss: 0.0419 - acc: 0.9863
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- ETA: 7s - loss: 0.0406 - acc: 0.9867
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- ETA: 7s - loss: 0.0454 - acc: 0.9861
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- ETA: 6s - loss: 0.0454 - acc: 0.9864
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- ETA: 6s - loss: 0.0437 - acc: 0.9867
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- ETA: 6s - loss: 0.0442 - acc: 0.9862
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- ETA: 5s - loss: 0.0441 - acc: 0.9861
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- ETA: 5s - loss: 0.0422 - acc: 0.9868
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- ETA: 5s - loss: 0.0409 - acc: 0.9874
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- ETA: 4s - loss: 0.0398 - acc: 0.9876
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- ETA: 4s - loss: 0.0384 - acc: 0.9881
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- ETA: 4s - loss: 0.0397 - acc: 0.9876
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- ETA: 3s - loss: 0.0394 - acc: 0.9881
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- ETA: 3s - loss: 0.0401 - acc: 0.9877
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- ETA: 3s - loss: 0.0396 - acc: 0.9878
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- ETA: 2s - loss: 0.0396 - acc: 0.9874
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- ETA: 2s - loss: 0.0398 - acc: 0.9871
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- ETA: 2s - loss: 0.0389 - acc: 0.9875
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- ETA: 2s - loss: 0.0380 - acc: 0.9879
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- ETA: 1s - loss: 0.0374 - acc: 0.9882
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- ETA: 1s - loss: 0.0377 - acc: 0.9877
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- ETA: 1s - loss: 0.0374 - acc: 0.9876
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- ETA: 0s - loss: 0.0370 - acc: 0.9877
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- ETA: 0s - loss: 0.0363 - acc: 0.9880
128/878 [===>..........................]
- ETA: 0s - loss: 0.2841 - acc: 0.9531
256/878 [=======>......................]
- ETA: 0s - loss: 0.3998 - acc: 0.9336
384/878 [============>.................]
- ETA: 0s - loss: 0.4090 - acc: 0.9219
512/878 [================>.............]
- ETA: 0s - loss: 0.4476 - acc: 0.9219
640/878 [====================>.........]
- ETA: 0s - loss: 0.4542 - acc: 0.9187
768/878 [=========================>....]
- ETA: 0s - loss: 0.4445 - acc: 0.9193
878/878 [==============================]
- 1s 647us/sample - loss: 0.4201 - acc: 0.9214
39/39 [==============================]
- 14s 352ms/step - loss: 0.0362 - acc: 0.9879 - val_loss: 0.4171 - val_acc: 0.9214
Epoch 106/200
1/39 [..............................]
- ETA: 5s - loss: 0.0126 - acc: 0.9922
2/39 [>.............................]
- ETA: 6s - loss: 0.0375 - acc: 0.9922
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- ETA: 7s - loss: 0.0483 - acc: 0.9896
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- ETA: 8s - loss: 0.0422 - acc: 0.9899
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- ETA: 8s - loss: 0.0371 - acc: 0.9887
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- ETA: 8s - loss: 0.0413 - acc: 0.9880
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- ETA: 8s - loss: 0.0437 - acc: 0.9875
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- ETA: 8s - loss: 0.0420 - acc: 0.9871
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- ETA: 8s - loss: 0.0395 - acc: 0.9876
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- ETA: 8s - loss: 0.0373 - acc: 0.9881
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- ETA: 8s - loss: 0.0419 - acc: 0.9856
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- ETA: 8s - loss: 0.0450 - acc: 0.9835
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- ETA: 7s - loss: 0.0452 - acc: 0.9830
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- ETA: 7s - loss: 0.0428 - acc: 0.9842
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- ETA: 7s - loss: 0.0404 - acc: 0.9853
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- ETA: 7s - loss: 0.0403 - acc: 0.9857
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- ETA: 6s - loss: 0.0399 - acc: 0.9856
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- ETA: 6s - loss: 0.0380 - acc: 0.9864
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- ETA: 6s - loss: 0.0376 - acc: 0.9863
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- ETA: 5s - loss: 0.0384 - acc: 0.9862
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- ETA: 5s - loss: 0.0369 - acc: 0.9869
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- ETA: 5s - loss: 0.0368 - acc: 0.9868
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- ETA: 4s - loss: 0.0379 - acc: 0.9863
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- ETA: 4s - loss: 0.0399 - acc: 0.9862
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- ETA: 4s - loss: 0.0391 - acc: 0.9868
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- ETA: 4s - loss: 0.0383 - acc: 0.9870
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- ETA: 3s - loss: 0.0388 - acc: 0.9866
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- ETA: 3s - loss: 0.0395 - acc: 0.9863
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- ETA: 3s - loss: 0.0386 - acc: 0.9865
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- ETA: 2s - loss: 0.0399 - acc: 0.9859
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- ETA: 2s - loss: 0.0389 - acc: 0.9863
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- ETA: 2s - loss: 0.0388 - acc: 0.9863
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- ETA: 1s - loss: 0.0382 - acc: 0.9864
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- ETA: 1s - loss: 0.0375 - acc: 0.9866
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- ETA: 1s - loss: 0.0380 - acc: 0.9863
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- ETA: 0s - loss: 0.0382 - acc: 0.9863
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- ETA: 0s - loss: 0.0373 - acc: 0.9866
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- ETA: 0s - loss: 0.0380 - acc: 0.9864
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- ETA: 0s - loss: 0.3050 - acc: 0.9297
256/878 [=======>......................]
- ETA: 0s - loss: 0.4059 - acc: 0.9102
384/878 [============>.................]
- ETA: 0s - loss: 0.4463 - acc: 0.9010
512/878 [================>.............]
- ETA: 0s - loss: 0.4833 - acc: 0.9062
640/878 [====================>.........]
- ETA: 0s - loss: 0.4796 - acc: 0.9109
768/878 [=========================>....]
- ETA: 0s - loss: 0.4783 - acc: 0.9141
878/878 [==============================]
- 1s 623us/sample - loss: 0.4576 - acc: 0.9146
39/39 [==============================]
- 13s 338ms/step - loss: 0.0373 - acc: 0.9867 - val_loss: 0.4550 - val_acc: 0.9146
Epoch 107/200
1/39 [..............................]
- ETA: 5s - loss: 0.0460 - acc: 0.9844
2/39 [>.............................]
- ETA: 6s - loss: 0.0443 - acc: 0.9805
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- ETA: 8s - loss: 0.0481 - acc: 0.9792
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- ETA: 8s - loss: 0.0408 - acc: 0.9824
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- ETA: 9s - loss: 0.0334 - acc: 0.9859
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- ETA: 9s - loss: 0.0300 - acc: 0.9870
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- ETA: 9s - loss: 0.0320 - acc: 0.9866
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- ETA: 9s - loss: 0.0310 - acc: 0.9873
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- ETA: 8s - loss: 0.0302 - acc: 0.9876
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- ETA: 8s - loss: 0.0303 - acc: 0.9881
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- ETA: 8s - loss: 0.0297 - acc: 0.9885
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- ETA: 8s - loss: 0.0331 - acc: 0.9878
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- ETA: 7s - loss: 0.0323 - acc: 0.9882
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- ETA: 7s - loss: 0.0357 - acc: 0.9858
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878/878 [==============================]
- 1s 612us/sample - loss: 0.4475 - acc: 0.9248
39/39 [==============================]
- 14s 347ms/step - loss: 0.0363 - acc: 0.9861 - val_loss: 0.4442 - val_acc: 0.9248
Epoch 108/200
1/39 [..............................]
- ETA: 5s - loss: 0.0089 - acc: 1.0000
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- ETA: 5s - loss: 0.0223 - acc: 0.9883
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- ETA: 7s - loss: 0.0218 - acc: 0.9896
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- ETA: 0s - loss: 0.0375 - acc: 0.9871
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878/878 [==============================]
- 1s 625us/sample - loss: 0.4482 - acc: 0.9260
39/39 [==============================]
- 13s 338ms/step - loss: 0.0381 - acc: 0.9869 - val_loss: 0.4444 - val_acc: 0.9260
Epoch 109/200
1/39 [..............................]
- ETA: 7s - loss: 0.0669 - acc: 0.9766
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- ETA: 8s - loss: 0.0482 - acc: 0.9805
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- ETA: 1s - loss: 0.0720 - acc: 0.9773
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- ETA: 0s - loss: 0.0733 - acc: 0.9773
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- ETA: 0s - loss: 0.0731 - acc: 0.9771
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- ETA: 0s - loss: 0.4711 - acc: 0.9297
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- ETA: 0s - loss: 0.4667 - acc: 0.9180
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- ETA: 0s - loss: 0.4901 - acc: 0.9167
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- ETA: 0s - loss: 0.5115 - acc: 0.9160
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- ETA: 0s - loss: 0.4995 - acc: 0.9141
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- ETA: 0s - loss: 0.4955 - acc: 0.9154
878/878 [==============================]
- 1s 610us/sample - loss: 0.4702 - acc: 0.9169
39/39 [==============================]
- 14s 356ms/step - loss: 0.0738 - acc: 0.9771 - val_loss: 0.4671 - val_acc: 0.9169
Epoch 110/200
1/39 [..............................]
- ETA: 5s - loss: 0.0337 - acc: 0.9766
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- ETA: 5s - loss: 0.0673 - acc: 0.9648
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- ETA: 7s - loss: 0.0838 - acc: 0.9635
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- ETA: 7s - loss: 0.1478 - acc: 0.9542
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- ETA: 7s - loss: 0.1846 - acc: 0.9468
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- ETA: 6s - loss: 0.2211 - acc: 0.9375
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- ETA: 6s - loss: 0.2213 - acc: 0.9362
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- ETA: 6s - loss: 0.2206 - acc: 0.9379
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- ETA: 5s - loss: 0.2179 - acc: 0.9375
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- ETA: 5s - loss: 0.2128 - acc: 0.9382
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- ETA: 3s - loss: 0.2244 - acc: 0.9355
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- ETA: 3s - loss: 0.2236 - acc: 0.9356
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- ETA: 2s - loss: 0.2239 - acc: 0.9357
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- ETA: 2s - loss: 0.2211 - acc: 0.9357
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- ETA: 2s - loss: 0.2208 - acc: 0.9348
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- ETA: 1s - loss: 0.2215 - acc: 0.9349
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- ETA: 1s - loss: 0.2205 - acc: 0.9352
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- ETA: 1s - loss: 0.2192 - acc: 0.9357
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- ETA: 0s - loss: 0.2161 - acc: 0.9360
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- ETA: 0s - loss: 0.2152 - acc: 0.9362
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- ETA: 0s - loss: 0.2119 - acc: 0.9373
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- ETA: 0s - loss: 0.2207 - acc: 0.9531
256/878 [=======>......................]
- ETA: 0s - loss: 0.3445 - acc: 0.9258
384/878 [============>.................]
- ETA: 0s - loss: 0.3431 - acc: 0.9089
512/878 [================>.............]
- ETA: 0s - loss: 0.4039 - acc: 0.9082
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- ETA: 0s - loss: 0.3916 - acc: 0.9094
768/878 [=========================>....]
- ETA: 0s - loss: 0.3909 - acc: 0.9089
878/878 [==============================]
- 1s 627us/sample - loss: 0.3866 - acc: 0.9055
39/39 [==============================]
- 13s 336ms/step - loss: 0.2100 - acc: 0.9377 - val_loss: 0.3861 - val_acc: 0.9055
Epoch 111/200
1/39 [..............................]
- ETA: 7s - loss: 0.1239 - acc: 0.9453
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- ETA: 7s - loss: 0.1315 - acc: 0.9414
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- ETA: 7s - loss: 0.1113 - acc: 0.9531
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- ETA: 8s - loss: 0.1090 - acc: 0.9581
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- ETA: 8s - loss: 0.1045 - acc: 0.9599
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- ETA: 8s - loss: 0.1091 - acc: 0.9578
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- ETA: 8s - loss: 0.1026 - acc: 0.9602
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- ETA: 8s - loss: 0.0979 - acc: 0.9620
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- ETA: 8s - loss: 0.0922 - acc: 0.9651
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- ETA: 8s - loss: 0.0913 - acc: 0.9654
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- ETA: 8s - loss: 0.0897 - acc: 0.9657
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- ETA: 7s - loss: 0.0871 - acc: 0.9667
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- ETA: 7s - loss: 0.0831 - acc: 0.9679
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- ETA: 7s - loss: 0.0847 - acc: 0.9680
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- ETA: 6s - loss: 0.0841 - acc: 0.9694
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- ETA: 6s - loss: 0.0820 - acc: 0.9706
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- ETA: 6s - loss: 0.0798 - acc: 0.9721
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- ETA: 5s - loss: 0.0785 - acc: 0.9726
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- ETA: 5s - loss: 0.0771 - acc: 0.9728
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- ETA: 2s - loss: 0.0724 - acc: 0.9752
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- ETA: 2s - loss: 0.0712 - acc: 0.9757
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- ETA: 1s - loss: 0.0701 - acc: 0.9760
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- ETA: 0s - loss: 0.0723 - acc: 0.9756
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- ETA: 0s - loss: 0.0720 - acc: 0.9756
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- ETA: 0s - loss: 0.0711 - acc: 0.9761
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- ETA: 0s - loss: 0.3209 - acc: 0.9297
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- ETA: 0s - loss: 0.3870 - acc: 0.9141
384/878 [============>.................]
- ETA: 0s - loss: 0.4422 - acc: 0.9089
512/878 [================>.............]
- ETA: 0s - loss: 0.4502 - acc: 0.9102
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- ETA: 0s - loss: 0.4628 - acc: 0.9094
768/878 [=========================>....]
- ETA: 0s - loss: 0.4556 - acc: 0.9089
878/878 [==============================]
- 1s 605us/sample - loss: 0.4386 - acc: 0.9089
39/39 [==============================]
- 13s 344ms/step - loss: 0.0706 - acc: 0.9759 - val_loss: 0.4366 - val_acc: 0.9089
Epoch 112/200
1/39 [..............................]
- ETA: 5s - loss: 0.0436 - acc: 0.9922
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- ETA: 5s - loss: 0.0406 - acc: 0.9883
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- ETA: 6s - loss: 0.0331 - acc: 0.9890
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- ETA: 7s - loss: 0.0355 - acc: 0.9871
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- ETA: 8s - loss: 0.0461 - acc: 0.9840
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- ETA: 8s - loss: 0.0436 - acc: 0.9840
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- ETA: 8s - loss: 0.0422 - acc: 0.9851
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- ETA: 8s - loss: 0.0392 - acc: 0.9868
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- ETA: 8s - loss: 0.0446 - acc: 0.9857
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- ETA: 8s - loss: 0.0451 - acc: 0.9849
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- ETA: 7s - loss: 0.0469 - acc: 0.9842
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- ETA: 7s - loss: 0.0473 - acc: 0.9842
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- ETA: 0s - loss: 0.2735 - acc: 0.9531
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- ETA: 0s - loss: 0.3656 - acc: 0.9219
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- ETA: 0s - loss: 0.4233 - acc: 0.9115
878/878 [==============================]
- 1s 644us/sample - loss: 0.4125 - acc: 0.9112
39/39 [==============================]
- 13s 335ms/step - loss: 0.0575 - acc: 0.9841 - val_loss: 0.4112 - val_acc: 0.9112
Epoch 113/200
1/39 [..............................]
- ETA: 7s - loss: 0.0545 - acc: 0.9922
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- ETA: 6s - loss: 0.0485 - acc: 0.9922
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- ETA: 7s - loss: 0.0553 - acc: 0.9870
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- ETA: 8s - loss: 0.0473 - acc: 0.9883
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- ETA: 9s - loss: 0.0436 - acc: 0.9891
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- ETA: 9s - loss: 0.0463 - acc: 0.9883
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- ETA: 9s - loss: 0.0469 - acc: 0.9866
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- ETA: 9s - loss: 0.0443 - acc: 0.9873
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- ETA: 9s - loss: 0.0465 - acc: 0.9852
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- ETA: 9s - loss: 0.0477 - acc: 0.9844
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- ETA: 0s - loss: 0.0457 - acc: 0.9852
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- ETA: 0s - loss: 0.0455 - acc: 0.9851
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- ETA: 0s - loss: 0.4272 - acc: 0.9141
878/878 [==============================]
- 1s 601us/sample - loss: 0.4154 - acc: 0.9157
39/39 [==============================]
- 14s 354ms/step - loss: 0.0450 - acc: 0.9853 - val_loss: 0.4139 - val_acc: 0.9157
Epoch 114/200
1/39 [..............................]
- ETA: 8s - loss: 0.0294 - acc: 0.9922
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- ETA: 8s - loss: 0.0423 - acc: 0.9844
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- ETA: 8s - loss: 0.0312 - acc: 0.9896
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- ETA: 8s - loss: 0.0331 - acc: 0.9881
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- ETA: 1s - loss: 0.0374 - acc: 0.9870
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- ETA: 0s - loss: 0.0372 - acc: 0.9871
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- ETA: 0s - loss: 0.0383 - acc: 0.9862
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- ETA: 0s - loss: 0.0387 - acc: 0.9864
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- ETA: 0s - loss: 0.3155 - acc: 0.9375
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- ETA: 0s - loss: 0.3964 - acc: 0.9219
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- ETA: 0s - loss: 0.4166 - acc: 0.9167
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- ETA: 0s - loss: 0.4559 - acc: 0.9141
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- ETA: 0s - loss: 0.4756 - acc: 0.9125
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- ETA: 0s - loss: 0.4872 - acc: 0.9102
878/878 [==============================]
- 1s 640us/sample - loss: 0.4705 - acc: 0.9100
39/39 [==============================]
- 13s 334ms/step - loss: 0.0393 - acc: 0.9861 - val_loss: 0.4684 - val_acc: 0.9100
Epoch 115/200
1/39 [..............................]
- ETA: 7s - loss: 0.0268 - acc: 0.9922
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- ETA: 8s - loss: 0.0176 - acc: 0.9961
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- ETA: 8s - loss: 0.0176 - acc: 0.9948
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- ETA: 9s - loss: 0.0173 - acc: 0.9969
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- ETA: 9s - loss: 0.0176 - acc: 0.9961
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- ETA: 9s - loss: 0.0177 - acc: 0.9944
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- ETA: 9s - loss: 0.0207 - acc: 0.9941
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- ETA: 9s - loss: 0.0222 - acc: 0.9931
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- ETA: 8s - loss: 0.0230 - acc: 0.9922
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- ETA: 7s - loss: 0.0229 - acc: 0.9933
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- ETA: 7s - loss: 0.0230 - acc: 0.9937
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- ETA: 7s - loss: 0.0246 - acc: 0.9937
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- ETA: 6s - loss: 0.0246 - acc: 0.9935
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- ETA: 6s - loss: 0.0266 - acc: 0.9922
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- ETA: 6s - loss: 0.0286 - acc: 0.9914
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- ETA: 5s - loss: 0.0298 - acc: 0.9910
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- ETA: 5s - loss: 0.0290 - acc: 0.9914
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- ETA: 4s - loss: 0.0340 - acc: 0.9898
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- ETA: 4s - loss: 0.0333 - acc: 0.9899
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- ETA: 4s - loss: 0.0334 - acc: 0.9897
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- ETA: 3s - loss: 0.0325 - acc: 0.9901
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- ETA: 3s - loss: 0.0320 - acc: 0.9902
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- ETA: 3s - loss: 0.0326 - acc: 0.9903
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- ETA: 2s - loss: 0.0322 - acc: 0.9901
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- ETA: 2s - loss: 0.0320 - acc: 0.9899
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- ETA: 2s - loss: 0.0319 - acc: 0.9900
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- ETA: 1s - loss: 0.0318 - acc: 0.9901
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- ETA: 1s - loss: 0.0321 - acc: 0.9899
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- ETA: 1s - loss: 0.0316 - acc: 0.9902
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- ETA: 0s - loss: 0.0331 - acc: 0.9892
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- ETA: 0s - loss: 0.0331 - acc: 0.9891
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- ETA: 0s - loss: 0.2583 - acc: 0.9375
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- ETA: 0s - loss: 0.3188 - acc: 0.9297
384/878 [============>.................]
- ETA: 0s - loss: 0.3513 - acc: 0.9167
512/878 [================>.............]
- ETA: 0s - loss: 0.3933 - acc: 0.9141
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- ETA: 0s - loss: 0.4071 - acc: 0.9156
768/878 [=========================>....]
- ETA: 0s - loss: 0.4191 - acc: 0.9167
878/878 [==============================]
- 1s 621us/sample - loss: 0.3969 - acc: 0.9203
39/39 [==============================]
- 14s 351ms/step - loss: 0.0326 - acc: 0.9893 - val_loss: 0.3942 - val_acc: 0.9203
Epoch 116/200
1/39 [..............................]
- ETA: 6s - loss: 0.0316 - acc: 0.9844
2/39 [>.............................]
- ETA: 6s - loss: 0.0306 - acc: 0.9883
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- ETA: 7s - loss: 0.0332 - acc: 0.9870
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- ETA: 8s - loss: 0.0349 - acc: 0.9824
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- ETA: 8s - loss: 0.0431 - acc: 0.9812
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- ETA: 8s - loss: 0.0391 - acc: 0.9831
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- ETA: 8s - loss: 0.0345 - acc: 0.9855
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- ETA: 8s - loss: 0.0314 - acc: 0.9873
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- ETA: 8s - loss: 0.0306 - acc: 0.9870
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- ETA: 8s - loss: 0.0321 - acc: 0.9867
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- ETA: 8s - loss: 0.0304 - acc: 0.9879
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- ETA: 8s - loss: 0.0280 - acc: 0.9889
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- ETA: 7s - loss: 0.0289 - acc: 0.9892
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- ETA: 7s - loss: 0.0277 - acc: 0.9900
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- ETA: 7s - loss: 0.0313 - acc: 0.9891
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- ETA: 7s - loss: 0.0325 - acc: 0.9883
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- ETA: 6s - loss: 0.0328 - acc: 0.9885
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- ETA: 6s - loss: 0.0333 - acc: 0.9883
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- ETA: 6s - loss: 0.0321 - acc: 0.9889
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- ETA: 5s - loss: 0.0342 - acc: 0.9891
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- ETA: 5s - loss: 0.0330 - acc: 0.9895
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- ETA: 5s - loss: 0.0332 - acc: 0.9896
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- ETA: 4s - loss: 0.0335 - acc: 0.9894
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- ETA: 4s - loss: 0.0337 - acc: 0.9892
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- ETA: 4s - loss: 0.0353 - acc: 0.9884
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- ETA: 4s - loss: 0.0356 - acc: 0.9882
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- ETA: 3s - loss: 0.0352 - acc: 0.9881
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- ETA: 3s - loss: 0.0344 - acc: 0.9885
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- ETA: 3s - loss: 0.0355 - acc: 0.9878
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- ETA: 2s - loss: 0.0352 - acc: 0.9880
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- ETA: 2s - loss: 0.0349 - acc: 0.9881
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- ETA: 2s - loss: 0.0348 - acc: 0.9885
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- ETA: 1s - loss: 0.0349 - acc: 0.9886
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- ETA: 1s - loss: 0.0357 - acc: 0.9882
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- ETA: 1s - loss: 0.0355 - acc: 0.9881
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- ETA: 0s - loss: 0.0363 - acc: 0.9878
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- ETA: 0s - loss: 0.0362 - acc: 0.9879
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- ETA: 0s - loss: 0.0354 - acc: 0.9882
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- ETA: 0s - loss: 0.4347 - acc: 0.9375
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- ETA: 0s - loss: 0.4613 - acc: 0.9258
384/878 [============>.................]
- ETA: 0s - loss: 0.4458 - acc: 0.9193
512/878 [================>.............]
- ETA: 0s - loss: 0.5355 - acc: 0.9160
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- ETA: 0s - loss: 0.5141 - acc: 0.9141
768/878 [=========================>....]
- ETA: 0s - loss: 0.5043 - acc: 0.9141
878/878 [==============================]
- 1s 607us/sample - loss: 0.4777 - acc: 0.9157
39/39 [==============================]
- 13s 333ms/step - loss: 0.0350 - acc: 0.9883 - val_loss: 0.4744 - val_acc: 0.9157
Epoch 117/200
1/39 [..............................]
- ETA: 6s - loss: 0.0570 - acc: 0.9766
2/39 [>.............................]
- ETA: 6s - loss: 0.0758 - acc: 0.9688
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- ETA: 7s - loss: 0.0547 - acc: 0.9792
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- ETA: 8s - loss: 0.0427 - acc: 0.9844
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- ETA: 9s - loss: 0.0370 - acc: 0.9875
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- ETA: 9s - loss: 0.0320 - acc: 0.9896
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- ETA: 9s - loss: 0.0358 - acc: 0.9877
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- ETA: 9s - loss: 0.0338 - acc: 0.9883
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- ETA: 9s - loss: 0.0313 - acc: 0.9887
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- ETA: 8s - loss: 0.0310 - acc: 0.9891
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- ETA: 8s - loss: 0.0294 - acc: 0.9901
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- ETA: 8s - loss: 0.0313 - acc: 0.9889
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- ETA: 8s - loss: 0.0320 - acc: 0.9892
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- ETA: 7s - loss: 0.0344 - acc: 0.9883
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- ETA: 7s - loss: 0.0330 - acc: 0.9891
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- ETA: 7s - loss: 0.0330 - acc: 0.9893
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- ETA: 7s - loss: 0.0457 - acc: 0.9853
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- ETA: 6s - loss: 0.0469 - acc: 0.9839
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- ETA: 6s - loss: 0.0500 - acc: 0.9827
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- ETA: 6s - loss: 0.0501 - acc: 0.9824
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- ETA: 5s - loss: 0.0532 - acc: 0.9803
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- ETA: 5s - loss: 0.0532 - acc: 0.9798
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- ETA: 5s - loss: 0.0520 - acc: 0.9800
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- ETA: 4s - loss: 0.0533 - acc: 0.9795
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- ETA: 4s - loss: 0.0522 - acc: 0.9800
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- ETA: 4s - loss: 0.0550 - acc: 0.9793
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- ETA: 3s - loss: 0.0542 - acc: 0.9795
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- ETA: 3s - loss: 0.0542 - acc: 0.9791
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- ETA: 3s - loss: 0.0531 - acc: 0.9794
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- ETA: 2s - loss: 0.0525 - acc: 0.9796
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- ETA: 2s - loss: 0.0518 - acc: 0.9797
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- ETA: 2s - loss: 0.0523 - acc: 0.9799
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- ETA: 1s - loss: 0.0514 - acc: 0.9803
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- ETA: 1s - loss: 0.0513 - acc: 0.9803
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- ETA: 1s - loss: 0.0518 - acc: 0.9802
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- ETA: 0s - loss: 0.0522 - acc: 0.9803
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- ETA: 0s - loss: 0.0517 - acc: 0.9802
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- ETA: 0s - loss: 0.3582 - acc: 0.9375
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- ETA: 0s - loss: 0.3627 - acc: 0.9102
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- ETA: 0s - loss: 0.4464 - acc: 0.9062
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- ETA: 0s - loss: 0.4772 - acc: 0.9023
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- ETA: 0s - loss: 0.4891 - acc: 0.9031
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- ETA: 0s - loss: 0.4814 - acc: 0.9089
878/878 [==============================]
- 1s 599us/sample - loss: 0.4563 - acc: 0.9123
39/39 [==============================]
- 14s 348ms/step - loss: 0.0508 - acc: 0.9807 - val_loss: 0.4532 - val_acc: 0.9123
Epoch 118/200
1/39 [..............................]
- ETA: 5s - loss: 0.0810 - acc: 0.9688
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- ETA: 5s - loss: 0.0847 - acc: 0.9688
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- ETA: 7s - loss: 0.0854 - acc: 0.9688
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- ETA: 7s - loss: 0.0713 - acc: 0.9727
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- ETA: 8s - loss: 0.0623 - acc: 0.9766
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- ETA: 8s - loss: 0.0596 - acc: 0.9766
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- ETA: 8s - loss: 0.0540 - acc: 0.9788
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- ETA: 8s - loss: 0.0493 - acc: 0.9814
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- ETA: 8s - loss: 0.0461 - acc: 0.9826
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- ETA: 8s - loss: 0.0459 - acc: 0.9820
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- ETA: 8s - loss: 0.0424 - acc: 0.9837
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- ETA: 7s - loss: 0.0420 - acc: 0.9831
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- ETA: 7s - loss: 0.0400 - acc: 0.9844
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- ETA: 7s - loss: 0.0396 - acc: 0.9844
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- ETA: 7s - loss: 0.0406 - acc: 0.9839
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- ETA: 6s - loss: 0.0405 - acc: 0.9848
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- ETA: 6s - loss: 0.0394 - acc: 0.9856
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- ETA: 5s - loss: 0.0408 - acc: 0.9852
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- ETA: 4s - loss: 0.0431 - acc: 0.9853
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- ETA: 3s - loss: 0.0456 - acc: 0.9841
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- ETA: 0s - loss: 0.0410 - acc: 0.9857
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- ETA: 0s - loss: 0.0413 - acc: 0.9856
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- ETA: 0s - loss: 0.0406 - acc: 0.9860
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- ETA: 0s - loss: 0.3834 - acc: 0.9219
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- ETA: 0s - loss: 0.4795 - acc: 0.9062
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- ETA: 0s - loss: 0.5367 - acc: 0.9010
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- ETA: 0s - loss: 0.5488 - acc: 0.9043
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- ETA: 0s - loss: 0.5332 - acc: 0.9078
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- ETA: 0s - loss: 0.5183 - acc: 0.9076
878/878 [==============================]
- 1s 608us/sample - loss: 0.4904 - acc: 0.9089
39/39 [==============================]
- 13s 330ms/step - loss: 0.0406 - acc: 0.9857 - val_loss: 0.4869 - val_acc: 0.9089
Epoch 119/200
1/39 [..............................]
- ETA: 5s - loss: 0.0379 - acc: 0.9766
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- ETA: 5s - loss: 0.0354 - acc: 0.9844
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- ETA: 7s - loss: 0.0325 - acc: 0.9870
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- ETA: 8s - loss: 0.0350 - acc: 0.9863
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- ETA: 9s - loss: 0.0319 - acc: 0.9875
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- ETA: 9s - loss: 0.0401 - acc: 0.9870
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- ETA: 9s - loss: 0.0398 - acc: 0.9866
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- ETA: 9s - loss: 0.0402 - acc: 0.9863
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- ETA: 9s - loss: 0.0376 - acc: 0.9870
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- ETA: 8s - loss: 0.0366 - acc: 0.9883
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- ETA: 8s - loss: 0.0355 - acc: 0.9886
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- ETA: 8s - loss: 0.0377 - acc: 0.9876
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- ETA: 8s - loss: 0.0362 - acc: 0.9880
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- ETA: 7s - loss: 0.0364 - acc: 0.9877
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- ETA: 7s - loss: 0.0416 - acc: 0.9865
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- ETA: 7s - loss: 0.0401 - acc: 0.9873
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- ETA: 6s - loss: 0.0382 - acc: 0.9879
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- ETA: 6s - loss: 0.0372 - acc: 0.9882
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- ETA: 6s - loss: 0.0380 - acc: 0.9884
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- ETA: 6s - loss: 0.0391 - acc: 0.9882
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- ETA: 5s - loss: 0.0386 - acc: 0.9884
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- ETA: 5s - loss: 0.0378 - acc: 0.9882
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- ETA: 4s - loss: 0.0345 - acc: 0.9891
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- ETA: 3s - loss: 0.0340 - acc: 0.9892
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- ETA: 3s - loss: 0.0337 - acc: 0.9893
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- ETA: 3s - loss: 0.0340 - acc: 0.9889
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- ETA: 2s - loss: 0.0355 - acc: 0.9880
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- ETA: 2s - loss: 0.0381 - acc: 0.9876
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- ETA: 2s - loss: 0.0381 - acc: 0.9877
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- ETA: 1s - loss: 0.0382 - acc: 0.9879
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- ETA: 1s - loss: 0.0385 - acc: 0.9873
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- ETA: 1s - loss: 0.0381 - acc: 0.9874
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- ETA: 0s - loss: 0.0375 - acc: 0.9876
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- ETA: 0s - loss: 0.0378 - acc: 0.9875
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- ETA: 0s - loss: 0.0376 - acc: 0.9874
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- ETA: 0s - loss: 0.2690 - acc: 0.9453
256/878 [=======>......................]
- ETA: 0s - loss: 0.4006 - acc: 0.9180
384/878 [============>.................]
- ETA: 0s - loss: 0.4097 - acc: 0.9115
512/878 [================>.............]
- ETA: 0s - loss: 0.4662 - acc: 0.9102
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- ETA: 0s - loss: 0.4545 - acc: 0.9125
768/878 [=========================>....]
- ETA: 0s - loss: 0.4493 - acc: 0.9154
878/878 [==============================]
- 1s 613us/sample - loss: 0.4263 - acc: 0.9157
39/39 [==============================]
- 14s 347ms/step - loss: 0.0371 - acc: 0.9875 - val_loss: 0.4234 - val_acc: 0.9157
Epoch 120/200
1/39 [..............................]
- ETA: 5s - loss: 0.0755 - acc: 0.9844
2/39 [>.............................]
- ETA: 5s - loss: 0.0727 - acc: 0.9727
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- ETA: 6s - loss: 0.0604 - acc: 0.9766
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- ETA: 7s - loss: 0.0519 - acc: 0.9824
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- ETA: 7s - loss: 0.0652 - acc: 0.9781
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- ETA: 8s - loss: 0.0592 - acc: 0.9805
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- ETA: 8s - loss: 0.0566 - acc: 0.9810
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- ETA: 8s - loss: 0.0621 - acc: 0.9805
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- ETA: 8s - loss: 0.0628 - acc: 0.9792
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- ETA: 8s - loss: 0.0609 - acc: 0.9797
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- ETA: 7s - loss: 0.0579 - acc: 0.9801
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- ETA: 7s - loss: 0.0550 - acc: 0.9811
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- ETA: 7s - loss: 0.0513 - acc: 0.9826
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- ETA: 7s - loss: 0.0497 - acc: 0.9833
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- ETA: 7s - loss: 0.0480 - acc: 0.9833
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- ETA: 6s - loss: 0.0492 - acc: 0.9824
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- ETA: 6s - loss: 0.0480 - acc: 0.9825
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- ETA: 6s - loss: 0.0463 - acc: 0.9835
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- ETA: 6s - loss: 0.0459 - acc: 0.9840
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- ETA: 5s - loss: 0.0451 - acc: 0.9836
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- ETA: 5s - loss: 0.0456 - acc: 0.9829
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- ETA: 5s - loss: 0.0467 - acc: 0.9830
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- ETA: 4s - loss: 0.0477 - acc: 0.9823
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- ETA: 4s - loss: 0.0467 - acc: 0.9827
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- ETA: 4s - loss: 0.0460 - acc: 0.9828
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- ETA: 4s - loss: 0.0444 - acc: 0.9835
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- ETA: 3s - loss: 0.0432 - acc: 0.9838
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- ETA: 3s - loss: 0.0423 - acc: 0.9844
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- ETA: 3s - loss: 0.0415 - acc: 0.9848
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- ETA: 2s - loss: 0.0421 - acc: 0.9848
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- ETA: 2s - loss: 0.0419 - acc: 0.9851
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- ETA: 2s - loss: 0.0442 - acc: 0.9850
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- ETA: 1s - loss: 0.0439 - acc: 0.9848
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- ETA: 1s - loss: 0.0451 - acc: 0.9845
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- ETA: 1s - loss: 0.0454 - acc: 0.9843
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- ETA: 0s - loss: 0.0448 - acc: 0.9847
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- ETA: 0s - loss: 0.0439 - acc: 0.9852
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- ETA: 0s - loss: 0.0446 - acc: 0.9851
128/878 [===>..........................]
- ETA: 0s - loss: 0.2493 - acc: 0.9453
256/878 [=======>......................]
- ETA: 0s - loss: 0.3864 - acc: 0.9219
384/878 [============>.................]
- ETA: 0s - loss: 0.4109 - acc: 0.9167
512/878 [================>.............]
- ETA: 0s - loss: 0.4318 - acc: 0.9199
640/878 [====================>.........]
- ETA: 0s - loss: 0.4283 - acc: 0.9187
768/878 [=========================>....]
- ETA: 0s - loss: 0.3931 - acc: 0.9245
878/878 [==============================]
- 1s 605us/sample - loss: 0.3680 - acc: 0.9260
39/39 [==============================]
- 13s 330ms/step - loss: 0.0438 - acc: 0.9855 - val_loss: 0.3649 - val_acc: 0.9260
Epoch 121/200
1/39 [..............................]
- ETA: 5s - loss: 0.0442 - acc: 0.9766
2/39 [>.............................]
- ETA: 5s - loss: 0.0341 - acc: 0.9844
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- ETA: 7s - loss: 0.0494 - acc: 0.9792
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- ETA: 8s - loss: 0.0404 - acc: 0.9824
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- ETA: 8s - loss: 0.0388 - acc: 0.9812
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- ETA: 9s - loss: 0.0399 - acc: 0.9831
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- ETA: 9s - loss: 0.0372 - acc: 0.9844
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- ETA: 8s - loss: 0.0342 - acc: 0.9863
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- ETA: 8s - loss: 0.0333 - acc: 0.9870
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- ETA: 8s - loss: 0.0345 - acc: 0.9867
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- ETA: 8s - loss: 0.0342 - acc: 0.9863
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- ETA: 8s - loss: 0.0335 - acc: 0.9862
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- ETA: 8s - loss: 0.0315 - acc: 0.9872
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- ETA: 7s - loss: 0.0329 - acc: 0.9870
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- ETA: 7s - loss: 0.0311 - acc: 0.9879
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- ETA: 7s - loss: 0.0294 - acc: 0.9887
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- ETA: 7s - loss: 0.0286 - acc: 0.9889
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- ETA: 6s - loss: 0.0289 - acc: 0.9891
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- ETA: 6s - loss: 0.0276 - acc: 0.9896
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- ETA: 6s - loss: 0.0288 - acc: 0.9898
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- ETA: 5s - loss: 0.0277 - acc: 0.9903
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- ETA: 5s - loss: 0.0268 - acc: 0.9907
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- ETA: 5s - loss: 0.0263 - acc: 0.9911
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- ETA: 4s - loss: 0.0255 - acc: 0.9915
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- ETA: 4s - loss: 0.0247 - acc: 0.9918
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- ETA: 4s - loss: 0.0242 - acc: 0.9918
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- ETA: 3s - loss: 0.0236 - acc: 0.9921
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- ETA: 3s - loss: 0.0240 - acc: 0.9921
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- ETA: 3s - loss: 0.0244 - acc: 0.9919
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- ETA: 2s - loss: 0.0238 - acc: 0.9921
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- ETA: 2s - loss: 0.0247 - acc: 0.9919
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- ETA: 2s - loss: 0.0247 - acc: 0.9919
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- ETA: 1s - loss: 0.0247 - acc: 0.9919
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- ETA: 1s - loss: 0.0255 - acc: 0.9915
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- ETA: 1s - loss: 0.0250 - acc: 0.9917
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- ETA: 1s - loss: 0.0248 - acc: 0.9917
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- ETA: 0s - loss: 0.0243 - acc: 0.9919
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- ETA: 0s - loss: 0.0248 - acc: 0.9915
128/878 [===>..........................]
- ETA: 0s - loss: 0.3663 - acc: 0.9297
256/878 [=======>......................]
- ETA: 0s - loss: 0.4798 - acc: 0.9062
384/878 [============>.................]
- ETA: 0s - loss: 0.5146 - acc: 0.9062
512/878 [================>.............]
- ETA: 0s - loss: 0.5144 - acc: 0.9082
640/878 [====================>.........]
- ETA: 0s - loss: 0.5150 - acc: 0.9094
768/878 [=========================>....]
- ETA: 0s - loss: 0.4936 - acc: 0.9089
878/878 [==============================]
- 1s 801us/sample - loss: 0.4617 - acc: 0.9112
39/39 [==============================]
- 14s 355ms/step - loss: 0.0243 - acc: 0.9918 - val_loss: 0.4578 - val_acc: 0.9112
Epoch 122/200
1/39 [..............................]
- ETA: 7s - loss: 0.0186 - acc: 0.9922
2/39 [>.............................]
- ETA: 6s - loss: 0.0172 - acc: 0.9922
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- ETA: 6s - loss: 0.0200 - acc: 0.9922
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- ETA: 7s - loss: 0.0238 - acc: 0.9902
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- ETA: 7s - loss: 0.0207 - acc: 0.9922
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- ETA: 8s - loss: 0.0223 - acc: 0.9909
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- ETA: 8s - loss: 0.0241 - acc: 0.9900
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- ETA: 8s - loss: 0.0250 - acc: 0.9902
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- ETA: 8s - loss: 0.0259 - acc: 0.9905
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- ETA: 8s - loss: 0.0241 - acc: 0.9914
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- ETA: 7s - loss: 0.0246 - acc: 0.9915
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- ETA: 7s - loss: 0.0232 - acc: 0.9922
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- ETA: 7s - loss: 0.0234 - acc: 0.9922
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- ETA: 7s - loss: 0.0231 - acc: 0.9916
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- ETA: 7s - loss: 0.0227 - acc: 0.9917
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- ETA: 6s - loss: 0.0220 - acc: 0.9922
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- ETA: 6s - loss: 0.0212 - acc: 0.9926
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- ETA: 6s - loss: 0.0224 - acc: 0.9926
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- ETA: 6s - loss: 0.0214 - acc: 0.9930
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- ETA: 5s - loss: 0.0204 - acc: 0.9933
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- ETA: 5s - loss: 0.0199 - acc: 0.9933
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- ETA: 5s - loss: 0.0204 - acc: 0.9928
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- ETA: 4s - loss: 0.0202 - acc: 0.9932
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- ETA: 4s - loss: 0.0196 - acc: 0.9934
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- ETA: 4s - loss: 0.0199 - acc: 0.9931
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- ETA: 3s - loss: 0.0212 - acc: 0.9927
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- ETA: 3s - loss: 0.0228 - acc: 0.9921
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- ETA: 2s - loss: 0.0254 - acc: 0.9919
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- ETA: 2s - loss: 0.0261 - acc: 0.9916
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- ETA: 2s - loss: 0.0257 - acc: 0.9917
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- ETA: 1s - loss: 0.0250 - acc: 0.9919
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- ETA: 1s - loss: 0.0244 - acc: 0.9922
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- ETA: 1s - loss: 0.0286 - acc: 0.9915
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- ETA: 0s - loss: 0.0288 - acc: 0.9913
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- ETA: 0s - loss: 0.0296 - acc: 0.9909
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- ETA: 0s - loss: 0.0291 - acc: 0.9911
128/878 [===>..........................]
- ETA: 0s - loss: 0.3718 - acc: 0.9297
256/878 [=======>......................]
- ETA: 0s - loss: 0.4771 - acc: 0.9023
384/878 [============>.................]
- ETA: 0s - loss: 0.5420 - acc: 0.8958
512/878 [================>.............]
- ETA: 0s - loss: 0.5449 - acc: 0.8984
640/878 [====================>.........]
- ETA: 0s - loss: 0.5245 - acc: 0.9047
768/878 [=========================>....]
- ETA: 0s - loss: 0.4995 - acc: 0.9062
878/878 [==============================]
- 1s 635us/sample - loss: 0.4597 - acc: 0.9123
39/39 [==============================]
- 13s 339ms/step - loss: 0.0300 - acc: 0.9910 - val_loss: 0.4548 - val_acc: 0.9123
Epoch 123/200
1/39 [..............................]
- ETA: 5s - loss: 0.0118 - acc: 1.0000
2/39 [>.............................]
- ETA: 6s - loss: 0.0460 - acc: 0.9883
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- ETA: 8s - loss: 0.0368 - acc: 0.9922
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- ETA: 9s - loss: 0.0407 - acc: 0.9883
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- ETA: 9s - loss: 0.0368 - acc: 0.9906
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- ETA: 9s - loss: 0.0342 - acc: 0.9909
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- ETA: 9s - loss: 0.0313 - acc: 0.9922
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- ETA: 9s - loss: 0.0335 - acc: 0.9902
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- ETA: 9s - loss: 0.0334 - acc: 0.9905
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- ETA: 9s - loss: 0.0305 - acc: 0.9914
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- ETA: 0s - loss: 0.4686 - acc: 0.9151
878/878 [==============================]
- 1s 1ms/sample - loss: 0.4652 - acc: 0.9157
39/39 [==============================]
- 14s 367ms/step - loss: 0.0294 - acc: 0.9914 - val_loss: 0.4184 - val_acc: 0.9157
Epoch 124/200
1/39 [..............................]
- ETA: 6s - loss: 0.0138 - acc: 0.9922
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- ETA: 6s - loss: 0.0120 - acc: 0.9961
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- ETA: 5s - loss: 0.0219 - acc: 0.9948
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- ETA: 7s - loss: 0.0381 - acc: 0.9896
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- ETA: 0s - loss: 0.0341 - acc: 0.9879
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- ETA: 0s - loss: 0.4398 - acc: 0.9154
878/878 [==============================]
- 1s 737us/sample - loss: 0.4204 - acc: 0.9180
39/39 [==============================]
- 13s 332ms/step - loss: 0.0349 - acc: 0.9873 - val_loss: 0.4180 - val_acc: 0.9180
Epoch 125/200
1/39 [..............................]
- ETA: 19s - loss: 0.0239 - acc: 0.9844
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- ETA: 13s - loss: 0.0142 - acc: 0.9922
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- ETA: 10s - loss: 0.0133 - acc: 0.9918
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- ETA: 0s - loss: 0.0240 - acc: 0.9909
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- ETA: 0s - loss: 0.0246 - acc: 0.9907
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- ETA: 0s - loss: 0.4074 - acc: 0.9219
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- ETA: 0s - loss: 0.4863 - acc: 0.9062
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- ETA: 0s - loss: 0.5508 - acc: 0.9010
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- ETA: 0s - loss: 0.5576 - acc: 0.9062
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- ETA: 0s - loss: 0.5334 - acc: 0.9078
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- ETA: 0s - loss: 0.5115 - acc: 0.9062
878/878 [==============================]
- 1s 612us/sample - loss: 0.5009 - acc: 0.9066
39/39 [==============================]
- 14s 351ms/step - loss: 0.0240 - acc: 0.9910 - val_loss: 0.4997 - val_acc: 0.9066
Epoch 126/200
1/39 [..............................]
- ETA: 25s - loss: 0.0631 - acc: 0.9688
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- ETA: 16s - loss: 0.0385 - acc: 0.9844
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- ETA: 13s - loss: 0.0328 - acc: 0.9870
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- ETA: 11s - loss: 0.0366 - acc: 0.9844
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- ETA: 9s - loss: 0.0360 - acc: 0.9844
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- ETA: 8s - loss: 0.0534 - acc: 0.9805
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- ETA: 8s - loss: 0.0492 - acc: 0.9821
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- ETA: 7s - loss: 0.0438 - acc: 0.9828
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- ETA: 5s - loss: 0.0404 - acc: 0.9851
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- ETA: 4s - loss: 0.0390 - acc: 0.9856
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- ETA: 4s - loss: 0.0382 - acc: 0.9862
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- ETA: 3s - loss: 0.0383 - acc: 0.9860
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- ETA: 3s - loss: 0.0413 - acc: 0.9857
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- ETA: 2s - loss: 0.0401 - acc: 0.9862
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- ETA: 2s - loss: 0.0395 - acc: 0.9864
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- ETA: 2s - loss: 0.0389 - acc: 0.9866
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- ETA: 1s - loss: 0.0373 - acc: 0.9870
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- ETA: 0s - loss: 0.0366 - acc: 0.9874
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- ETA: 0s - loss: 0.0357 - acc: 0.9877
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- ETA: 0s - loss: 0.0356 - acc: 0.9878
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- ETA: 0s - loss: 0.3002 - acc: 0.9375
256/878 [=======>......................]
- ETA: 0s - loss: 0.4044 - acc: 0.9180
384/878 [============>.................]
- ETA: 0s - loss: 0.4537 - acc: 0.9141
512/878 [================>.............]
- ETA: 0s - loss: 0.5036 - acc: 0.9141
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- ETA: 0s - loss: 0.4973 - acc: 0.9109
768/878 [=========================>....]
- ETA: 0s - loss: 0.4831 - acc: 0.9128
878/878 [==============================]
- 1s 615us/sample - loss: 0.4518 - acc: 0.9169
39/39 [==============================]
- 13s 335ms/step - loss: 0.0351 - acc: 0.9879 - val_loss: 0.4479 - val_acc: 0.9169
Epoch 127/200
1/39 [..............................]
- ETA: 5s - loss: 0.0077 - acc: 1.0000
2/39 [>.............................]
- ETA: 6s - loss: 0.0062 - acc: 1.0000
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- ETA: 8s - loss: 0.0156 - acc: 0.9974
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- ETA: 9s - loss: 0.0188 - acc: 0.9961
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- ETA: 9s - loss: 0.0158 - acc: 0.9969
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- ETA: 9s - loss: 0.0187 - acc: 0.9961
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- ETA: 9s - loss: 0.0175 - acc: 0.9967
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- ETA: 9s - loss: 0.0185 - acc: 0.9961
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- ETA: 9s - loss: 0.0190 - acc: 0.9957
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- ETA: 9s - loss: 0.0191 - acc: 0.9953
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- ETA: 8s - loss: 0.0182 - acc: 0.9957
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- ETA: 8s - loss: 0.0175 - acc: 0.9961
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- ETA: 8s - loss: 0.0183 - acc: 0.9944
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- ETA: 7s - loss: 0.0172 - acc: 0.9948
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- ETA: 7s - loss: 0.0180 - acc: 0.9939
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- ETA: 6s - loss: 0.0195 - acc: 0.9930
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- ETA: 6s - loss: 0.0193 - acc: 0.9930
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- ETA: 6s - loss: 0.0184 - acc: 0.9933
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- ETA: 5s - loss: 0.0189 - acc: 0.9929
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- ETA: 3s - loss: 0.0173 - acc: 0.9935
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- ETA: 3s - loss: 0.0170 - acc: 0.9938
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- ETA: 2s - loss: 0.0173 - acc: 0.9934
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- ETA: 2s - loss: 0.0170 - acc: 0.9936
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- ETA: 1s - loss: 0.0177 - acc: 0.9930
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- ETA: 0s - loss: 0.0180 - acc: 0.9928
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- ETA: 0s - loss: 0.0176 - acc: 0.9930
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- ETA: 0s - loss: 0.2503 - acc: 0.9531
256/878 [=======>......................]
- ETA: 0s - loss: 0.4095 - acc: 0.9336
384/878 [============>.................]
- ETA: 0s - loss: 0.4701 - acc: 0.9245
512/878 [================>.............]
- ETA: 0s - loss: 0.5066 - acc: 0.9238
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- ETA: 0s - loss: 0.5258 - acc: 0.9203
768/878 [=========================>....]
- ETA: 0s - loss: 0.5229 - acc: 0.9193
878/878 [==============================]
- 1s 603us/sample - loss: 0.4991 - acc: 0.9203
39/39 [==============================]
- 14s 354ms/step - loss: 0.0173 - acc: 0.9932 - val_loss: 0.4962 - val_acc: 0.9203
Epoch 128/200
1/39 [..............................]
- ETA: 5s - loss: 0.0162 - acc: 0.9922
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- ETA: 5s - loss: 0.0108 - acc: 0.9961
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- ETA: 6s - loss: 0.0089 - acc: 0.9974
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- ETA: 7s - loss: 0.0084 - acc: 0.9980
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- ETA: 8s - loss: 0.0087 - acc: 0.9969
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- ETA: 8s - loss: 0.0103 - acc: 0.9961
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- ETA: 8s - loss: 0.0207 - acc: 0.9955
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- ETA: 8s - loss: 0.0223 - acc: 0.9941
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- ETA: 8s - loss: 0.0206 - acc: 0.9948
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- ETA: 8s - loss: 0.0211 - acc: 0.9937
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- ETA: 8s - loss: 0.0204 - acc: 0.9943
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- ETA: 8s - loss: 0.0204 - acc: 0.9948
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- ETA: 7s - loss: 0.0201 - acc: 0.9946
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- ETA: 7s - loss: 0.0201 - acc: 0.9944
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- ETA: 7s - loss: 0.0193 - acc: 0.9948
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- ETA: 6s - loss: 0.0173 - acc: 0.9955
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- ETA: 5s - loss: 0.0170 - acc: 0.9957
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- ETA: 5s - loss: 0.0176 - acc: 0.9955
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- ETA: 5s - loss: 0.0168 - acc: 0.9957
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- ETA: 5s - loss: 0.0163 - acc: 0.9959
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- ETA: 4s - loss: 0.0165 - acc: 0.9957
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- ETA: 4s - loss: 0.0181 - acc: 0.9949
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878/878 [==============================]
- 1s 641us/sample - loss: 0.5179 - acc: 0.9112
39/39 [==============================]
- 13s 337ms/step - loss: 0.0270 - acc: 0.9924 - val_loss: 0.5144 - val_acc: 0.9112
Epoch 129/200
1/39 [..............................]
- ETA: 5s - loss: 0.0500 - acc: 0.9766
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- ETA: 5s - loss: 0.0301 - acc: 0.9883
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- ETA: 6s - loss: 0.0656 - acc: 0.9808
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- ETA: 7s - loss: 0.0511 - acc: 0.9858
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- ETA: 8s - loss: 0.0448 - acc: 0.9871
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- ETA: 8s - loss: 0.0616 - acc: 0.9853
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- ETA: 8s - loss: 0.0643 - acc: 0.9829
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- ETA: 8s - loss: 0.0584 - acc: 0.9841
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- ETA: 8s - loss: 0.0583 - acc: 0.9832
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- ETA: 8s - loss: 0.0537 - acc: 0.9849
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- ETA: 0s - loss: 0.0426 - acc: 0.9852
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878/878 [==============================]
- 1s 608us/sample - loss: 0.5218 - acc: 0.9077
39/39 [==============================]
- 14s 352ms/step - loss: 0.0424 - acc: 0.9849 - val_loss: 0.5194 - val_acc: 0.9077
Epoch 130/200
1/39 [..............................]
- ETA: 5s - loss: 0.0385 - acc: 0.9922
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- ETA: 5s - loss: 0.0370 - acc: 0.9883
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- ETA: 6s - loss: 0.0289 - acc: 0.9896
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- ETA: 1s - loss: 0.0467 - acc: 0.9841
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- ETA: 0s - loss: 0.0473 - acc: 0.9841
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- ETA: 0s - loss: 0.0469 - acc: 0.9843
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- ETA: 0s - loss: 0.4437 - acc: 0.9219
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- ETA: 0s - loss: 0.4320 - acc: 0.9102
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- ETA: 0s - loss: 0.4302 - acc: 0.9062
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- ETA: 0s - loss: 0.4430 - acc: 0.9141
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- ETA: 0s - loss: 0.4331 - acc: 0.9141
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- ETA: 0s - loss: 0.4206 - acc: 0.9154
878/878 [==============================]
- 1s 627us/sample - loss: 0.4079 - acc: 0.9157
39/39 [==============================]
- 13s 331ms/step - loss: 0.0465 - acc: 0.9843 - val_loss: 0.4063 - val_acc: 0.9157
Epoch 131/200
1/39 [..............................]
- ETA: 5s - loss: 0.0573 - acc: 0.9844
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- ETA: 6s - loss: 0.0618 - acc: 0.9844
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- ETA: 8s - loss: 0.0452 - acc: 0.9870
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- ETA: 9s - loss: 0.0389 - acc: 0.9875
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- ETA: 9s - loss: 0.0397 - acc: 0.9870
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- ETA: 9s - loss: 0.0405 - acc: 0.9866
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- ETA: 9s - loss: 0.0380 - acc: 0.9873
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- ETA: 9s - loss: 0.0407 - acc: 0.9861
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- ETA: 9s - loss: 0.0389 - acc: 0.9867
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- ETA: 8s - loss: 0.0360 - acc: 0.9878
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- ETA: 8s - loss: 0.0384 - acc: 0.9878
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- ETA: 7s - loss: 0.0394 - acc: 0.9870
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- ETA: 7s - loss: 0.0394 - acc: 0.9868
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- ETA: 7s - loss: 0.0400 - acc: 0.9872
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- ETA: 7s - loss: 0.0452 - acc: 0.9870
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- ETA: 6s - loss: 0.0439 - acc: 0.9873
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- ETA: 6s - loss: 0.0437 - acc: 0.9872
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- ETA: 6s - loss: 0.0428 - acc: 0.9874
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- ETA: 5s - loss: 0.0423 - acc: 0.9873
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- ETA: 5s - loss: 0.0411 - acc: 0.9878
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- ETA: 4s - loss: 0.0404 - acc: 0.9874
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- ETA: 4s - loss: 0.0403 - acc: 0.9873
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- ETA: 3s - loss: 0.0392 - acc: 0.9878
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- ETA: 3s - loss: 0.0384 - acc: 0.9879
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- ETA: 3s - loss: 0.0376 - acc: 0.9884
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- ETA: 2s - loss: 0.0372 - acc: 0.9878
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- ETA: 2s - loss: 0.0362 - acc: 0.9882
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- ETA: 2s - loss: 0.0374 - acc: 0.9874
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- ETA: 1s - loss: 0.0371 - acc: 0.9875
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- ETA: 1s - loss: 0.0384 - acc: 0.9870
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- ETA: 1s - loss: 0.0386 - acc: 0.9871
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- ETA: 0s - loss: 0.0391 - acc: 0.9871
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- ETA: 0s - loss: 0.0385 - acc: 0.9872
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- ETA: 0s - loss: 0.2783 - acc: 0.9375
256/878 [=======>......................]
- ETA: 0s - loss: 0.4248 - acc: 0.9141
384/878 [============>.................]
- ETA: 0s - loss: 0.4789 - acc: 0.9089
512/878 [================>.............]
- ETA: 0s - loss: 0.5590 - acc: 0.9121
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- ETA: 0s - loss: 0.5579 - acc: 0.9094
768/878 [=========================>....]
- ETA: 0s - loss: 0.5584 - acc: 0.9102
878/878 [==============================]
- 1s 609us/sample - loss: 0.5228 - acc: 0.9146
39/39 [==============================]
- 14s 353ms/step - loss: 0.0402 - acc: 0.9867 - val_loss: 0.5184 - val_acc: 0.9146
Epoch 132/200
1/39 [..............................]
- ETA: 5s - loss: 0.0637 - acc: 0.9688
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- ETA: 5s - loss: 0.0588 - acc: 0.9727
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- ETA: 6s - loss: 0.0494 - acc: 0.9740
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- ETA: 7s - loss: 0.0451 - acc: 0.9766
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- ETA: 8s - loss: 0.0400 - acc: 0.9797
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- ETA: 8s - loss: 0.0527 - acc: 0.9753
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- ETA: 8s - loss: 0.0478 - acc: 0.9788
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- ETA: 8s - loss: 0.0463 - acc: 0.9795
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- ETA: 8s - loss: 0.0487 - acc: 0.9800
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- ETA: 8s - loss: 0.0464 - acc: 0.9812
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- ETA: 7s - loss: 0.0471 - acc: 0.9798
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- ETA: 7s - loss: 0.0476 - acc: 0.9796
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- ETA: 7s - loss: 0.0441 - acc: 0.9812
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- ETA: 7s - loss: 0.0428 - acc: 0.9820
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- ETA: 7s - loss: 0.0402 - acc: 0.9832
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- ETA: 6s - loss: 0.0386 - acc: 0.9842
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- ETA: 6s - loss: 0.0378 - acc: 0.9847
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- ETA: 6s - loss: 0.0377 - acc: 0.9851
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- ETA: 6s - loss: 0.0387 - acc: 0.9847
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- ETA: 5s - loss: 0.0385 - acc: 0.9847
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- ETA: 5s - loss: 0.0374 - acc: 0.9854
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- ETA: 5s - loss: 0.0363 - acc: 0.9861
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- ETA: 4s - loss: 0.0350 - acc: 0.9866
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- ETA: 4s - loss: 0.0343 - acc: 0.9868
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- ETA: 4s - loss: 0.0333 - acc: 0.9873
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- ETA: 3s - loss: 0.0328 - acc: 0.9875
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- ETA: 3s - loss: 0.0319 - acc: 0.9879
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- ETA: 3s - loss: 0.0322 - acc: 0.9873
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- ETA: 2s - loss: 0.0314 - acc: 0.9877
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- ETA: 2s - loss: 0.0329 - acc: 0.9868
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- ETA: 2s - loss: 0.0327 - acc: 0.9870
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- ETA: 1s - loss: 0.0329 - acc: 0.9872
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- ETA: 1s - loss: 0.0331 - acc: 0.9873
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- ETA: 1s - loss: 0.0330 - acc: 0.9872
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- ETA: 0s - loss: 0.0328 - acc: 0.9874
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- ETA: 0s - loss: 0.0321 - acc: 0.9877
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- ETA: 0s - loss: 0.0325 - acc: 0.9876
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- ETA: 0s - loss: 0.2566 - acc: 0.9531
256/878 [=======>......................]
- ETA: 0s - loss: 0.4451 - acc: 0.9180
384/878 [============>.................]
- ETA: 0s - loss: 0.5126 - acc: 0.9115
512/878 [================>.............]
- ETA: 0s - loss: 0.5609 - acc: 0.9082
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- ETA: 0s - loss: 0.5424 - acc: 0.9109
768/878 [=========================>....]
- ETA: 0s - loss: 0.5330 - acc: 0.9128
878/878 [==============================]
- 1s 625us/sample - loss: 0.5011 - acc: 0.9180
39/39 [==============================]
- 13s 334ms/step - loss: 0.0327 - acc: 0.9875 - val_loss: 0.4972 - val_acc: 0.9180
Epoch 133/200
1/39 [..............................]
- ETA: 5s - loss: 0.0488 - acc: 0.9844
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- ETA: 5s - loss: 0.0441 - acc: 0.9844
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- ETA: 7s - loss: 0.0393 - acc: 0.9844
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- ETA: 8s - loss: 0.0435 - acc: 0.9824
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- ETA: 9s - loss: 0.0599 - acc: 0.9812
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- ETA: 9s - loss: 0.0558 - acc: 0.9831
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- ETA: 9s - loss: 0.0697 - acc: 0.9833
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- ETA: 9s - loss: 0.0637 - acc: 0.9844
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- ETA: 9s - loss: 0.0623 - acc: 0.9844
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- ETA: 8s - loss: 0.0702 - acc: 0.9836
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- ETA: 8s - loss: 0.0809 - acc: 0.9794
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- ETA: 8s - loss: 0.0744 - acc: 0.9811
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- ETA: 8s - loss: 0.0717 - acc: 0.9820
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- ETA: 7s - loss: 0.0683 - acc: 0.9821
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- ETA: 7s - loss: 0.0752 - acc: 0.9792
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- ETA: 7s - loss: 0.0756 - acc: 0.9790
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- ETA: 6s - loss: 0.0837 - acc: 0.9766
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- ETA: 6s - loss: 0.0819 - acc: 0.9774
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- ETA: 6s - loss: 0.0793 - acc: 0.9781
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- ETA: 5s - loss: 0.0774 - acc: 0.9784
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- ETA: 5s - loss: 0.0775 - acc: 0.9783
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- ETA: 5s - loss: 0.0777 - acc: 0.9776
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- ETA: 4s - loss: 0.0767 - acc: 0.9777
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- ETA: 4s - loss: 0.0801 - acc: 0.9767
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- ETA: 3s - loss: 0.0790 - acc: 0.9756
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- ETA: 3s - loss: 0.0787 - acc: 0.9751
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- ETA: 2s - loss: 0.0753 - acc: 0.9757
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- ETA: 2s - loss: 0.0744 - acc: 0.9757
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- ETA: 1s - loss: 0.0735 - acc: 0.9760
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- ETA: 1s - loss: 0.0723 - acc: 0.9767
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- ETA: 0s - loss: 0.0712 - acc: 0.9769
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- ETA: 0s - loss: 0.0707 - acc: 0.9771
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- ETA: 0s - loss: 0.2025 - acc: 0.9531
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- ETA: 0s - loss: 0.3698 - acc: 0.9258
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- ETA: 0s - loss: 0.4302 - acc: 0.9167
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- ETA: 0s - loss: 0.4732 - acc: 0.9141
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- ETA: 0s - loss: 0.4785 - acc: 0.9109
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- ETA: 0s - loss: 0.4971 - acc: 0.9076
878/878 [==============================]
- 1s 610us/sample - loss: 0.4772 - acc: 0.9089
39/39 [==============================]
- 14s 352ms/step - loss: 0.0697 - acc: 0.9773 - val_loss: 0.4748 - val_acc: 0.9089
Epoch 134/200
1/39 [..............................]
- ETA: 6s - loss: 0.0249 - acc: 0.9844
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- ETA: 6s - loss: 0.0437 - acc: 0.9844
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- ETA: 7s - loss: 0.0342 - acc: 0.9870
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- ETA: 8s - loss: 0.0458 - acc: 0.9805
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- ETA: 8s - loss: 0.0451 - acc: 0.9812
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- ETA: 8s - loss: 0.0427 - acc: 0.9831
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- ETA: 8s - loss: 0.0406 - acc: 0.9833
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- ETA: 8s - loss: 0.0407 - acc: 0.9824
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- ETA: 8s - loss: 0.0384 - acc: 0.9835
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- ETA: 8s - loss: 0.0424 - acc: 0.9828
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- ETA: 8s - loss: 0.0401 - acc: 0.9844
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- ETA: 8s - loss: 0.0402 - acc: 0.9844
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- ETA: 7s - loss: 0.0410 - acc: 0.9844
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- ETA: 7s - loss: 0.0385 - acc: 0.9855
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- ETA: 7s - loss: 0.0399 - acc: 0.9854
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- ETA: 7s - loss: 0.0406 - acc: 0.9849
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- ETA: 6s - loss: 0.0428 - acc: 0.9848
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- ETA: 6s - loss: 0.0414 - acc: 0.9852
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- ETA: 5s - loss: 0.0405 - acc: 0.9855
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- ETA: 5s - loss: 0.0395 - acc: 0.9859
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- ETA: 5s - loss: 0.0389 - acc: 0.9862
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- ETA: 0s - loss: 0.0332 - acc: 0.9877
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- ETA: 0s - loss: 0.0345 - acc: 0.9876
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- ETA: 0s - loss: 0.2489 - acc: 0.9375
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- ETA: 0s - loss: 0.4453 - acc: 0.9102
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- ETA: 0s - loss: 0.5128 - acc: 0.9036
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- ETA: 0s - loss: 0.5548 - acc: 0.9043
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- ETA: 0s - loss: 0.5502 - acc: 0.9047
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- ETA: 0s - loss: 0.5360 - acc: 0.9062
878/878 [==============================]
- 1s 625us/sample - loss: 0.4950 - acc: 0.9089
39/39 [==============================]
- 13s 337ms/step - loss: 0.0343 - acc: 0.9877 - val_loss: 0.4900 - val_acc: 0.9089
Epoch 135/200
1/39 [..............................]
- ETA: 5s - loss: 0.0375 - acc: 0.9844
2/39 [>.............................]
- ETA: 5s - loss: 0.0420 - acc: 0.9844
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- ETA: 8s - loss: 0.0302 - acc: 0.9896
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- ETA: 9s - loss: 0.0263 - acc: 0.9902
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- ETA: 9s - loss: 0.0217 - acc: 0.9922
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- ETA: 9s - loss: 0.0197 - acc: 0.9935
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- ETA: 9s - loss: 0.0249 - acc: 0.9922
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- ETA: 9s - loss: 0.0248 - acc: 0.9912
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- ETA: 9s - loss: 0.0256 - acc: 0.9905
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- ETA: 9s - loss: 0.0283 - acc: 0.9906
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- ETA: 8s - loss: 0.0260 - acc: 0.9915
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- ETA: 8s - loss: 0.0242 - acc: 0.9922
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- ETA: 8s - loss: 0.0237 - acc: 0.9922
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- ETA: 7s - loss: 0.0242 - acc: 0.9917
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- ETA: 7s - loss: 0.0230 - acc: 0.9922
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- ETA: 3s - loss: 0.0232 - acc: 0.9916
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- ETA: 1s - loss: 0.0224 - acc: 0.9919
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- ETA: 0s - loss: 0.0226 - acc: 0.9919
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- ETA: 0s - loss: 0.0233 - acc: 0.9917
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- ETA: 0s - loss: 0.4052 - acc: 0.9453
256/878 [=======>......................]
- ETA: 0s - loss: 0.4537 - acc: 0.9297
384/878 [============>.................]
- ETA: 0s - loss: 0.4781 - acc: 0.9245
512/878 [================>.............]
- ETA: 0s - loss: 0.5657 - acc: 0.9199
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- ETA: 0s - loss: 0.5526 - acc: 0.9172
768/878 [=========================>....]
- ETA: 0s - loss: 0.5235 - acc: 0.9206
878/878 [==============================]
- 1s 610us/sample - loss: 0.4918 - acc: 0.9226
39/39 [==============================]
- 14s 358ms/step - loss: 0.0234 - acc: 0.9916 - val_loss: 0.4879 - val_acc: 0.9226
Epoch 136/200
1/39 [..............................]
- ETA: 5s - loss: 0.0541 - acc: 0.9766
2/39 [>.............................]
- ETA: 5s - loss: 0.0419 - acc: 0.9805
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- ETA: 7s - loss: 0.0288 - acc: 0.9870
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- ETA: 8s - loss: 0.0231 - acc: 0.9902
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- ETA: 8s - loss: 0.0302 - acc: 0.9875
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- ETA: 8s - loss: 0.0258 - acc: 0.9896
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- ETA: 8s - loss: 0.0310 - acc: 0.9855
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- ETA: 8s - loss: 0.0302 - acc: 0.9863
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- ETA: 8s - loss: 0.0302 - acc: 0.9870
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- ETA: 8s - loss: 0.0273 - acc: 0.9883
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- ETA: 8s - loss: 0.0258 - acc: 0.9893
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- ETA: 8s - loss: 0.0283 - acc: 0.9896
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- ETA: 7s - loss: 0.0349 - acc: 0.9874
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- ETA: 7s - loss: 0.0340 - acc: 0.9877
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- ETA: 7s - loss: 0.0334 - acc: 0.9880
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- ETA: 7s - loss: 0.0333 - acc: 0.9883
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- ETA: 6s - loss: 0.0335 - acc: 0.9881
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- ETA: 6s - loss: 0.0327 - acc: 0.9878
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- ETA: 6s - loss: 0.0348 - acc: 0.9873
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- ETA: 6s - loss: 0.0334 - acc: 0.9879
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- ETA: 5s - loss: 0.0325 - acc: 0.9885
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- ETA: 5s - loss: 0.0332 - acc: 0.9879
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- ETA: 5s - loss: 0.0328 - acc: 0.9878
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- ETA: 4s - loss: 0.0322 - acc: 0.9883
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- ETA: 4s - loss: 0.0313 - acc: 0.9887
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- ETA: 4s - loss: 0.0331 - acc: 0.9874
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- ETA: 3s - loss: 0.0344 - acc: 0.9873
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- ETA: 3s - loss: 0.0339 - acc: 0.9874
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- ETA: 3s - loss: 0.0328 - acc: 0.9879
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- ETA: 2s - loss: 0.0325 - acc: 0.9880
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- ETA: 2s - loss: 0.0326 - acc: 0.9879
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- ETA: 2s - loss: 0.0318 - acc: 0.9882
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- ETA: 1s - loss: 0.0313 - acc: 0.9883
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- ETA: 1s - loss: 0.0320 - acc: 0.9880
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- ETA: 1s - loss: 0.0313 - acc: 0.9883
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- ETA: 0s - loss: 0.0312 - acc: 0.9885
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- ETA: 0s - loss: 0.0316 - acc: 0.9883
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- ETA: 0s - loss: 0.0316 - acc: 0.9884
128/878 [===>..........................]
- ETA: 0s - loss: 0.2708 - acc: 0.9297
256/878 [=======>......................]
- ETA: 0s - loss: 0.4306 - acc: 0.9219
384/878 [============>.................]
- ETA: 0s - loss: 0.4891 - acc: 0.9167
512/878 [================>.............]
- ETA: 0s - loss: 0.5218 - acc: 0.9121
640/878 [====================>.........]
- ETA: 0s - loss: 0.5183 - acc: 0.9109
768/878 [=========================>....]
- ETA: 0s - loss: 0.5067 - acc: 0.9128
878/878 [==============================]
- 1s 627us/sample - loss: 0.4652 - acc: 0.9157
39/39 [==============================]
- 13s 338ms/step - loss: 0.0318 - acc: 0.9883 - val_loss: 0.4601 - val_acc: 0.9157
Epoch 137/200
1/39 [..............................]
- ETA: 18s - loss: 0.0201 - acc: 0.9908
2/39 [>.............................]
- ETA: 15s - loss: 0.0162 - acc: 0.9958
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- ETA: 12s - loss: 0.0114 - acc: 0.9973
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- ETA: 10s - loss: 0.0133 - acc: 0.9959
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- ETA: 9s - loss: 0.0212 - acc: 0.9919
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- ETA: 8s - loss: 0.0280 - acc: 0.9893
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- ETA: 8s - loss: 0.0245 - acc: 0.9909
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- ETA: 8s - loss: 0.0233 - acc: 0.9910
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- ETA: 8s - loss: 0.0250 - acc: 0.9903
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- ETA: 8s - loss: 0.0261 - acc: 0.9897
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- ETA: 8s - loss: 0.0248 - acc: 0.9899
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- ETA: 8s - loss: 0.0230 - acc: 0.9908
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- ETA: 8s - loss: 0.0223 - acc: 0.9909
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- ETA: 7s - loss: 0.0222 - acc: 0.9910
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- ETA: 7s - loss: 0.0210 - acc: 0.9916
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- ETA: 7s - loss: 0.0199 - acc: 0.9921
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- ETA: 7s - loss: 0.0217 - acc: 0.9907
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- ETA: 6s - loss: 0.0224 - acc: 0.9904
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- ETA: 6s - loss: 0.0220 - acc: 0.9909
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- ETA: 6s - loss: 0.0291 - acc: 0.9894
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- ETA: 5s - loss: 0.0281 - acc: 0.9895
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- ETA: 5s - loss: 0.0271 - acc: 0.9900
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- ETA: 5s - loss: 0.0285 - acc: 0.9894
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- ETA: 4s - loss: 0.0281 - acc: 0.9895
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- ETA: 4s - loss: 0.0325 - acc: 0.9890
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- ETA: 4s - loss: 0.0315 - acc: 0.9894
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- ETA: 3s - loss: 0.0319 - acc: 0.9889
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- ETA: 3s - loss: 0.0310 - acc: 0.9893
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- ETA: 3s - loss: 0.0301 - acc: 0.9897
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- ETA: 3s - loss: 0.0292 - acc: 0.9901
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- ETA: 2s - loss: 0.0302 - acc: 0.9894
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- ETA: 2s - loss: 0.0311 - acc: 0.9895
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- ETA: 2s - loss: 0.0314 - acc: 0.9893
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- ETA: 1s - loss: 0.0337 - acc: 0.9887
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- ETA: 1s - loss: 0.0347 - acc: 0.9883
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- ETA: 1s - loss: 0.0340 - acc: 0.9887
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- ETA: 0s - loss: 0.0339 - acc: 0.9883
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- ETA: 0s - loss: 0.0370 - acc: 0.9878
128/878 [===>..........................]
- ETA: 0s - loss: 0.2650 - acc: 0.9141
256/878 [=======>......................]
- ETA: 0s - loss: 0.4406 - acc: 0.8984
384/878 [============>.................]
- ETA: 0s - loss: 0.4573 - acc: 0.9010
512/878 [================>.............]
- ETA: 0s - loss: 0.4799 - acc: 0.8984
640/878 [====================>.........]
- ETA: 0s - loss: 0.4790 - acc: 0.8984
768/878 [=========================>....]
- ETA: 0s - loss: 0.4687 - acc: 0.9023
878/878 [==============================]
- 1s 658us/sample - loss: 0.4320 - acc: 0.9077
39/39 [==============================]
- 14s 355ms/step - loss: 0.0365 - acc: 0.9879 - val_loss: 0.4275 - val_acc: 0.9077
Epoch 138/200
1/39 [..............................]
- ETA: 5s - loss: 0.0157 - acc: 0.9922
2/39 [>.............................]
- ETA: 5s - loss: 0.0418 - acc: 0.9805
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- ETA: 7s - loss: 0.0413 - acc: 0.9844
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- ETA: 8s - loss: 0.0453 - acc: 0.9824
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- ETA: 8s - loss: 0.0392 - acc: 0.9859
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- ETA: 8s - loss: 0.0433 - acc: 0.9857
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- ETA: 8s - loss: 0.0391 - acc: 0.9866
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- ETA: 8s - loss: 0.0381 - acc: 0.9873
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- ETA: 8s - loss: 0.0421 - acc: 0.9852
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- ETA: 8s - loss: 0.0390 - acc: 0.9867
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- ETA: 8s - loss: 0.0649 - acc: 0.9844
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- ETA: 8s - loss: 0.0612 - acc: 0.9844
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- ETA: 7s - loss: 0.0601 - acc: 0.9850
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- ETA: 7s - loss: 0.0600 - acc: 0.9844
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- ETA: 7s - loss: 0.0691 - acc: 0.9833
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- ETA: 7s - loss: 0.0850 - acc: 0.9780
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- ETA: 6s - loss: 0.0813 - acc: 0.9789
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- ETA: 6s - loss: 0.0774 - acc: 0.9800
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- ETA: 6s - loss: 0.0796 - acc: 0.9793
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- ETA: 6s - loss: 0.0841 - acc: 0.9787
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- ETA: 5s - loss: 0.0837 - acc: 0.9783
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- ETA: 5s - loss: 0.0829 - acc: 0.9778
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- ETA: 5s - loss: 0.0819 - acc: 0.9771
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- ETA: 4s - loss: 0.0828 - acc: 0.9767
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- ETA: 4s - loss: 0.0818 - acc: 0.9774
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- ETA: 4s - loss: 0.0827 - acc: 0.9764
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- ETA: 3s - loss: 0.0828 - acc: 0.9764
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- ETA: 3s - loss: 0.0826 - acc: 0.9764
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- ETA: 3s - loss: 0.0819 - acc: 0.9764
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- ETA: 2s - loss: 0.0810 - acc: 0.9767
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- ETA: 2s - loss: 0.0795 - acc: 0.9767
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- ETA: 2s - loss: 0.0780 - acc: 0.9772
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- ETA: 1s - loss: 0.0771 - acc: 0.9774
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- ETA: 1s - loss: 0.0770 - acc: 0.9774
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- ETA: 1s - loss: 0.0777 - acc: 0.9771
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- ETA: 0s - loss: 0.0768 - acc: 0.9773
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- ETA: 0s - loss: 0.0765 - acc: 0.9771
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- ETA: 0s - loss: 0.0751 - acc: 0.9773
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- ETA: 0s - loss: 0.2093 - acc: 0.9531
256/878 [=======>......................]
- ETA: 0s - loss: 0.3268 - acc: 0.9297
384/878 [============>.................]
- ETA: 0s - loss: 0.3622 - acc: 0.9167
512/878 [================>.............]
- ETA: 0s - loss: 0.4209 - acc: 0.9141
640/878 [====================>.........]
- ETA: 0s - loss: 0.3974 - acc: 0.9141
768/878 [=========================>....]
- ETA: 0s - loss: 0.3864 - acc: 0.9154
878/878 [==============================]
- 1s 630us/sample - loss: 0.3647 - acc: 0.9191
39/39 [==============================]
- 13s 342ms/step - loss: 0.0737 - acc: 0.9777 - val_loss: 0.3620 - val_acc: 0.9191
Epoch 139/200
1/39 [..............................]
- ETA: 5s - loss: 0.0231 - acc: 0.9844
2/39 [>.............................]
- ETA: 5s - loss: 0.0253 - acc: 0.9922
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- ETA: 7s - loss: 0.0632 - acc: 0.9766
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- ETA: 8s - loss: 0.0656 - acc: 0.9766
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- ETA: 8s - loss: 0.0579 - acc: 0.9812
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- ETA: 9s - loss: 0.0592 - acc: 0.9792
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- ETA: 9s - loss: 0.0675 - acc: 0.9766
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- ETA: 8s - loss: 0.0641 - acc: 0.9775
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- ETA: 8s - loss: 0.0636 - acc: 0.9766
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- ETA: 7s - loss: 0.0527 - acc: 0.9805
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- ETA: 7s - loss: 0.0503 - acc: 0.9812
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- ETA: 7s - loss: 0.0518 - acc: 0.9810
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- ETA: 0s - loss: 0.0348 - acc: 0.9877
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- ETA: 0s - loss: 0.4538 - acc: 0.9219
878/878 [==============================]
- 1s 644us/sample - loss: 0.4246 - acc: 0.9226
39/39 [==============================]
- 14s 353ms/step - loss: 0.0359 - acc: 0.9877 - val_loss: 0.4210 - val_acc: 0.9226
Epoch 140/200
1/39 [..............................]
- ETA: 5s - loss: 0.0425 - acc: 0.9844
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- ETA: 5s - loss: 0.0243 - acc: 0.9922
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- ETA: 6s - loss: 0.0204 - acc: 0.9948
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- ETA: 8s - loss: 0.0189 - acc: 0.9961
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- ETA: 8s - loss: 0.0241 - acc: 0.9922
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- ETA: 0s - loss: 0.0275 - acc: 0.9898
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- ETA: 0s - loss: 0.0270 - acc: 0.9901
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- ETA: 0s - loss: 0.3807 - acc: 0.9219
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- ETA: 0s - loss: 0.4675 - acc: 0.9167
878/878 [==============================]
- 1s 645us/sample - loss: 0.4506 - acc: 0.9191
39/39 [==============================]
- 14s 347ms/step - loss: 0.0288 - acc: 0.9893 - val_loss: 0.4485 - val_acc: 0.9191
Epoch 141/200
1/39 [..............................]
- ETA: 5s - loss: 0.0531 - acc: 0.9844
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- ETA: 6s - loss: 0.0437 - acc: 0.9883
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- ETA: 8s - loss: 0.0345 - acc: 0.9896
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- ETA: 9s - loss: 0.0285 - acc: 0.9909
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- ETA: 9s - loss: 0.0291 - acc: 0.9911
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- ETA: 9s - loss: 0.0453 - acc: 0.9863
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- ETA: 9s - loss: 0.0450 - acc: 0.9867
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- ETA: 2s - loss: 0.0548 - acc: 0.9823
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- ETA: 1s - loss: 0.0551 - acc: 0.9819
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- ETA: 0s - loss: 0.0560 - acc: 0.9813
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- ETA: 0s - loss: 0.0555 - acc: 0.9812
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- ETA: 0s - loss: 0.3367 - acc: 0.9375
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- ETA: 0s - loss: 0.4557 - acc: 0.9141
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- ETA: 0s - loss: 0.5208 - acc: 0.9089
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- ETA: 0s - loss: 0.5885 - acc: 0.9121
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- ETA: 0s - loss: 0.5545 - acc: 0.9094
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- ETA: 0s - loss: 0.5193 - acc: 0.9128
878/878 [==============================]
- 1s 649us/sample - loss: 0.4871 - acc: 0.9123
39/39 [==============================]
- 14s 352ms/step - loss: 0.0544 - acc: 0.9815 - val_loss: 0.4832 - val_acc: 0.9123
Epoch 142/200
1/39 [..............................]
- ETA: 7s - loss: 0.0517 - acc: 0.9688
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- ETA: 7s - loss: 0.0600 - acc: 0.9766
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- ETA: 6s - loss: 0.0471 - acc: 0.9818
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- ETA: 7s - loss: 0.0404 - acc: 0.9863
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- ETA: 8s - loss: 0.0367 - acc: 0.9859
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- ETA: 8s - loss: 0.0390 - acc: 0.9844
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- ETA: 8s - loss: 0.0388 - acc: 0.9844
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- ETA: 8s - loss: 0.0394 - acc: 0.9834
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- ETA: 8s - loss: 0.0410 - acc: 0.9841
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- ETA: 8s - loss: 0.0428 - acc: 0.9826
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- ETA: 8s - loss: 0.0428 - acc: 0.9827
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- ETA: 7s - loss: 0.0512 - acc: 0.9805
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- ETA: 7s - loss: 0.0504 - acc: 0.9808
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- ETA: 7s - loss: 0.0483 - acc: 0.9821
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- ETA: 6s - loss: 0.0455 - acc: 0.9832
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- ETA: 6s - loss: 0.0431 - acc: 0.9842
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- ETA: 6s - loss: 0.0434 - acc: 0.9842
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- ETA: 6s - loss: 0.0424 - acc: 0.9851
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- ETA: 5s - loss: 0.0445 - acc: 0.9847
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- ETA: 5s - loss: 0.0429 - acc: 0.9854
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- ETA: 5s - loss: 0.0450 - acc: 0.9853
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- ETA: 4s - loss: 0.0446 - acc: 0.9846
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- ETA: 3s - loss: 0.0431 - acc: 0.9852
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- ETA: 3s - loss: 0.0426 - acc: 0.9851
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- ETA: 3s - loss: 0.0453 - acc: 0.9846
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- ETA: 2s - loss: 0.0444 - acc: 0.9848
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- ETA: 2s - loss: 0.0436 - acc: 0.9851
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- ETA: 2s - loss: 0.0447 - acc: 0.9845
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- ETA: 1s - loss: 0.0446 - acc: 0.9845
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- ETA: 1s - loss: 0.0438 - acc: 0.9848
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- ETA: 1s - loss: 0.0434 - acc: 0.9850
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- ETA: 0s - loss: 0.0426 - acc: 0.9854
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- ETA: 0s - loss: 0.0418 - acc: 0.9858
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- ETA: 0s - loss: 0.0417 - acc: 0.9860
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- ETA: 0s - loss: 0.2219 - acc: 0.9609
256/878 [=======>......................]
- ETA: 0s - loss: 0.3762 - acc: 0.9297
384/878 [============>.................]
- ETA: 0s - loss: 0.4208 - acc: 0.9245
512/878 [================>.............]
- ETA: 0s - loss: 0.4847 - acc: 0.9199
640/878 [====================>.........]
- ETA: 0s - loss: 0.4617 - acc: 0.9187
768/878 [=========================>....]
- ETA: 0s - loss: 0.4525 - acc: 0.9193
878/878 [==============================]
- 1s 615us/sample - loss: 0.4272 - acc: 0.9203
39/39 [==============================]
- 13s 333ms/step - loss: 0.0411 - acc: 0.9861 - val_loss: 0.4241 - val_acc: 0.9203
Epoch 143/200
1/39 [..............................]
- ETA: 5s - loss: 0.0087 - acc: 1.0000
2/39 [>.............................]
- ETA: 5s - loss: 0.0404 - acc: 0.9883
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- ETA: 7s - loss: 0.0405 - acc: 0.9870
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- ETA: 8s - loss: 0.0321 - acc: 0.9902
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- ETA: 9s - loss: 0.0307 - acc: 0.9906
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- ETA: 9s - loss: 0.0271 - acc: 0.9922
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- ETA: 9s - loss: 0.0313 - acc: 0.9911
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- ETA: 9s - loss: 0.0319 - acc: 0.9902
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- ETA: 8s - loss: 0.0364 - acc: 0.9887
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- ETA: 8s - loss: 0.0344 - acc: 0.9891
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- ETA: 8s - loss: 0.0343 - acc: 0.9886
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- ETA: 8s - loss: 0.0363 - acc: 0.9883
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- ETA: 8s - loss: 0.0454 - acc: 0.9868
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- ETA: 7s - loss: 0.0448 - acc: 0.9865
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- ETA: 7s - loss: 0.0444 - acc: 0.9863
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- ETA: 7s - loss: 0.0423 - acc: 0.9872
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- ETA: 6s - loss: 0.0409 - acc: 0.9875
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- ETA: 6s - loss: 0.0406 - acc: 0.9869
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- ETA: 6s - loss: 0.0387 - acc: 0.9876
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- ETA: 6s - loss: 0.0386 - acc: 0.9874
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- ETA: 5s - loss: 0.0371 - acc: 0.9880
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- ETA: 5s - loss: 0.0365 - acc: 0.9878
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- ETA: 5s - loss: 0.0351 - acc: 0.9884
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- ETA: 4s - loss: 0.0340 - acc: 0.9889
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- ETA: 4s - loss: 0.0332 - acc: 0.9893
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- ETA: 3s - loss: 0.0322 - acc: 0.9895
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- ETA: 3s - loss: 0.0315 - acc: 0.9896
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- ETA: 3s - loss: 0.0314 - acc: 0.9894
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- ETA: 2s - loss: 0.0308 - acc: 0.9895
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- ETA: 2s - loss: 0.0299 - acc: 0.9899
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- ETA: 2s - loss: 0.0297 - acc: 0.9899
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- ETA: 1s - loss: 0.0303 - acc: 0.9895
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- ETA: 1s - loss: 0.0316 - acc: 0.9894
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- ETA: 1s - loss: 0.0309 - acc: 0.9897
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- ETA: 0s - loss: 0.0307 - acc: 0.9898
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- ETA: 0s - loss: 0.0301 - acc: 0.9900
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- ETA: 0s - loss: 0.0295 - acc: 0.9903
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- ETA: 0s - loss: 0.2773 - acc: 0.9375
256/878 [=======>......................]
- ETA: 0s - loss: 0.4225 - acc: 0.9219
384/878 [============>.................]
- ETA: 0s - loss: 0.4800 - acc: 0.9167
512/878 [================>.............]
- ETA: 0s - loss: 0.5941 - acc: 0.9141
640/878 [====================>.........]
- ETA: 0s - loss: 0.5504 - acc: 0.9187
768/878 [=========================>....]
- ETA: 0s - loss: 0.5225 - acc: 0.9193
878/878 [==============================]
- 1s 617us/sample - loss: 0.4965 - acc: 0.9191
39/39 [==============================]
- 13s 345ms/step - loss: 0.0311 - acc: 0.9901 - val_loss: 0.4933 - val_acc: 0.9191
Epoch 144/200
1/39 [..............................]
- ETA: 7s - loss: 0.0360 - acc: 0.9766
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- ETA: 7s - loss: 0.0838 - acc: 0.9688
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- ETA: 7s - loss: 0.0617 - acc: 0.9766
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- ETA: 8s - loss: 0.0502 - acc: 0.9805
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- ETA: 8s - loss: 0.0476 - acc: 0.9812
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- ETA: 8s - loss: 0.0443 - acc: 0.9831
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- ETA: 8s - loss: 0.0452 - acc: 0.9833
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- ETA: 8s - loss: 0.0474 - acc: 0.9824
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- ETA: 8s - loss: 0.0491 - acc: 0.9809
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- ETA: 8s - loss: 0.0518 - acc: 0.9812
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- ETA: 8s - loss: 0.0528 - acc: 0.9822
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- ETA: 8s - loss: 0.0512 - acc: 0.9818
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- ETA: 8s - loss: 0.0486 - acc: 0.9826
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- ETA: 7s - loss: 0.0499 - acc: 0.9825
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- ETA: 7s - loss: 0.0530 - acc: 0.9821
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- ETA: 7s - loss: 0.0536 - acc: 0.9823
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- ETA: 6s - loss: 0.0520 - acc: 0.9819
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- ETA: 6s - loss: 0.0508 - acc: 0.9825
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- ETA: 6s - loss: 0.0517 - acc: 0.9818
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- ETA: 6s - loss: 0.0517 - acc: 0.9819
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- ETA: 5s - loss: 0.0511 - acc: 0.9820
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- ETA: 5s - loss: 0.0505 - acc: 0.9825
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878/878 [==============================]
- 1s 612us/sample - loss: 0.5248 - acc: 0.9089
39/39 [==============================]
- 13s 342ms/step - loss: 0.0565 - acc: 0.9817 - val_loss: 0.5196 - val_acc: 0.9089
Epoch 145/200
1/39 [..............................]
- ETA: 5s - loss: 0.0733 - acc: 0.9609
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- ETA: 5s - loss: 0.0902 - acc: 0.9727
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- ETA: 7s - loss: 0.0659 - acc: 0.9792
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878/878 [==============================]
- 1s 603us/sample - loss: 0.3981 - acc: 0.9237
39/39 [==============================]
- 14s 346ms/step - loss: 0.0352 - acc: 0.9885 - val_loss: 0.3949 - val_acc: 0.9237
Epoch 146/200
1/39 [..............................]
- ETA: 5s - loss: 0.0720 - acc: 0.9844
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- ETA: 5s - loss: 0.0392 - acc: 0.9922
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- ETA: 0s - loss: 0.0310 - acc: 0.9883
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- ETA: 0s - loss: 0.0303 - acc: 0.9886
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- ETA: 0s - loss: 0.3425 - acc: 0.9258
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- ETA: 0s - loss: 0.4737 - acc: 0.9156
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- ETA: 0s - loss: 0.4627 - acc: 0.9180
878/878 [==============================]
- 1s 611us/sample - loss: 0.4341 - acc: 0.9226
39/39 [==============================]
- 13s 331ms/step - loss: 0.0301 - acc: 0.9887 - val_loss: 0.4306 - val_acc: 0.9226
Epoch 147/200
1/39 [..............................]
- ETA: 18s - loss: 0.0109 - acc: 0.9922
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- ETA: 14s - loss: 0.0282 - acc: 0.9883
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- ETA: 11s - loss: 0.0220 - acc: 0.9922
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- ETA: 3s - loss: 0.0393 - acc: 0.9889
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- ETA: 2s - loss: 0.0406 - acc: 0.9885
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- ETA: 1s - loss: 0.0448 - acc: 0.9865
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- ETA: 0s - loss: 0.0474 - acc: 0.9856
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- ETA: 0s - loss: 0.0508 - acc: 0.9841
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- ETA: 0s - loss: 0.4134 - acc: 0.9375
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- ETA: 0s - loss: 0.4177 - acc: 0.9297
384/878 [============>.................]
- ETA: 0s - loss: 0.4872 - acc: 0.9167
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- ETA: 0s - loss: 0.5435 - acc: 0.9160
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- ETA: 0s - loss: 0.5380 - acc: 0.9156
768/878 [=========================>....]
- ETA: 0s - loss: 0.5570 - acc: 0.9115
878/878 [==============================]
- 1s 594us/sample - loss: 0.5287 - acc: 0.9134
39/39 [==============================]
- 14s 348ms/step - loss: 0.0500 - acc: 0.9843 - val_loss: 0.5252 - val_acc: 0.9134
Epoch 148/200
1/39 [..............................]
- ETA: 23s - loss: 0.0303 - acc: 0.9844
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- ETA: 15s - loss: 0.0492 - acc: 0.9766
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- ETA: 12s - loss: 0.0736 - acc: 0.9714
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- ETA: 9s - loss: 0.0555 - acc: 0.9797
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- ETA: 8s - loss: 0.0534 - acc: 0.9792
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- ETA: 8s - loss: 0.0744 - acc: 0.9732
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- ETA: 8s - loss: 0.0702 - acc: 0.9757
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- ETA: 8s - loss: 0.0692 - acc: 0.9754
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- ETA: 7s - loss: 0.0646 - acc: 0.9769
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- ETA: 6s - loss: 0.0665 - acc: 0.9763
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- ETA: 6s - loss: 0.0635 - acc: 0.9777
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- ETA: 6s - loss: 0.0614 - acc: 0.9786
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- ETA: 6s - loss: 0.0639 - acc: 0.9780
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- ETA: 5s - loss: 0.0686 - acc: 0.9760
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- ETA: 5s - loss: 0.0702 - acc: 0.9753
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- ETA: 5s - loss: 0.0683 - acc: 0.9757
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- ETA: 4s - loss: 0.0712 - acc: 0.9745
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- ETA: 3s - loss: 0.0685 - acc: 0.9756
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- ETA: 3s - loss: 0.0681 - acc: 0.9756
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- ETA: 3s - loss: 0.0685 - acc: 0.9754
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- ETA: 2s - loss: 0.0697 - acc: 0.9751
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- ETA: 2s - loss: 0.0698 - acc: 0.9754
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- ETA: 2s - loss: 0.0681 - acc: 0.9757
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- ETA: 1s - loss: 0.0661 - acc: 0.9767
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- ETA: 0s - loss: 0.0663 - acc: 0.9767
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- ETA: 0s - loss: 0.0654 - acc: 0.9769
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- ETA: 0s - loss: 0.0646 - acc: 0.9773
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- ETA: 0s - loss: 0.4677 - acc: 0.9375
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- ETA: 0s - loss: 0.5324 - acc: 0.9102
384/878 [============>.................]
- ETA: 0s - loss: 0.5868 - acc: 0.9010
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- ETA: 0s - loss: 0.6151 - acc: 0.9004
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- ETA: 0s - loss: 0.5748 - acc: 0.9047
768/878 [=========================>....]
- ETA: 0s - loss: 0.5603 - acc: 0.9010
878/878 [==============================]
- 1s 750us/sample - loss: 0.5397 - acc: 0.8998
39/39 [==============================]
- 13s 336ms/step - loss: 0.0641 - acc: 0.9771 - val_loss: 0.5372 - val_acc: 0.8998
Epoch 149/200
1/39 [..............................]
- ETA: 9s - loss: 0.0217 - acc: 0.9922
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- ETA: 8s - loss: 0.0366 - acc: 0.9844
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- ETA: 7s - loss: 0.0629 - acc: 0.9818
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- ETA: 7s - loss: 0.0505 - acc: 0.9858
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- ETA: 8s - loss: 0.0530 - acc: 0.9839
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- ETA: 8s - loss: 0.0693 - acc: 0.9773
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- ETA: 8s - loss: 0.0680 - acc: 0.9761
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- ETA: 8s - loss: 0.0668 - acc: 0.9751
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- ETA: 8s - loss: 0.0623 - acc: 0.9771
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- ETA: 8s - loss: 0.0585 - acc: 0.9778
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- ETA: 8s - loss: 0.0542 - acc: 0.9796
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- ETA: 7s - loss: 0.0604 - acc: 0.9780
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- ETA: 7s - loss: 0.0606 - acc: 0.9779
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- ETA: 7s - loss: 0.0587 - acc: 0.9783
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- ETA: 6s - loss: 0.0573 - acc: 0.9793
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- ETA: 6s - loss: 0.0559 - acc: 0.9795
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- ETA: 5s - loss: 0.0540 - acc: 0.9798
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- ETA: 5s - loss: 0.0538 - acc: 0.9803
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- ETA: 3s - loss: 0.0498 - acc: 0.9805
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- ETA: 2s - loss: 0.0485 - acc: 0.9808
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- ETA: 2s - loss: 0.0488 - acc: 0.9804
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- ETA: 1s - loss: 0.0473 - acc: 0.9815
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- ETA: 0s - loss: 0.0466 - acc: 0.9816
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- ETA: 0s - loss: 0.0456 - acc: 0.9820
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- ETA: 0s - loss: 0.3211 - acc: 0.9453
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- ETA: 0s - loss: 0.3607 - acc: 0.9297
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- ETA: 0s - loss: 0.3830 - acc: 0.9219
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- ETA: 0s - loss: 0.4210 - acc: 0.9219
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- ETA: 0s - loss: 0.4253 - acc: 0.9187
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- ETA: 0s - loss: 0.4252 - acc: 0.9180
878/878 [==============================]
- 1s 619us/sample - loss: 0.4066 - acc: 0.9191
39/39 [==============================]
- 14s 349ms/step - loss: 0.0449 - acc: 0.9823 - val_loss: 0.4043 - val_acc: 0.9191
Epoch 150/200
1/39 [..............................]
- ETA: 5s - loss: 0.0220 - acc: 0.9844
2/39 [>.............................]
- ETA: 6s - loss: 0.0199 - acc: 0.9922
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- ETA: 6s - loss: 0.0182 - acc: 0.9948
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- ETA: 7s - loss: 0.0205 - acc: 0.9941
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- ETA: 8s - loss: 0.0183 - acc: 0.9953
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- ETA: 8s - loss: 0.0177 - acc: 0.9961
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- ETA: 8s - loss: 0.0191 - acc: 0.9955
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- ETA: 8s - loss: 0.0189 - acc: 0.9951
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- ETA: 8s - loss: 0.0185 - acc: 0.9948
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- ETA: 8s - loss: 0.0185 - acc: 0.9945
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- ETA: 8s - loss: 0.0173 - acc: 0.9950
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- ETA: 7s - loss: 0.0171 - acc: 0.9954
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- ETA: 7s - loss: 0.0199 - acc: 0.9951
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- ETA: 7s - loss: 0.0188 - acc: 0.9955
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- ETA: 7s - loss: 0.0183 - acc: 0.9958
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- ETA: 6s - loss: 0.0183 - acc: 0.9961
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- ETA: 6s - loss: 0.0187 - acc: 0.9958
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- ETA: 6s - loss: 0.0179 - acc: 0.9961
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- ETA: 6s - loss: 0.0178 - acc: 0.9963
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- ETA: 5s - loss: 0.0172 - acc: 0.9965
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- ETA: 5s - loss: 0.0177 - acc: 0.9963
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- ETA: 5s - loss: 0.0181 - acc: 0.9957
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- ETA: 4s - loss: 0.0199 - acc: 0.9952
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- ETA: 4s - loss: 0.0197 - acc: 0.9953
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- ETA: 4s - loss: 0.0200 - acc: 0.9952
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- ETA: 3s - loss: 0.0194 - acc: 0.9953
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- ETA: 3s - loss: 0.0197 - acc: 0.9952
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- ETA: 2s - loss: 0.0197 - acc: 0.9948
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- ETA: 2s - loss: 0.0195 - acc: 0.9946
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- ETA: 1s - loss: 0.0199 - acc: 0.9946
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- ETA: 0s - loss: 0.0202 - acc: 0.9946
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- ETA: 0s - loss: 0.0199 - acc: 0.9947
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- ETA: 0s - loss: 0.0196 - acc: 0.9948
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- ETA: 0s - loss: 0.2961 - acc: 0.9375
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- ETA: 0s - loss: 0.3980 - acc: 0.9219
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- ETA: 0s - loss: 0.4232 - acc: 0.9115
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- ETA: 0s - loss: 0.4588 - acc: 0.9141
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- ETA: 0s - loss: 0.4624 - acc: 0.9141
768/878 [=========================>....]
- ETA: 0s - loss: 0.4569 - acc: 0.9154
878/878 [==============================]
- 1s 627us/sample - loss: 0.4404 - acc: 0.9146
39/39 [==============================]
- 13s 331ms/step - loss: 0.0197 - acc: 0.9948 - val_loss: 0.4384 - val_acc: 0.9146
Epoch 151/200
1/39 [..............................]
- ETA: 5s - loss: 0.0045 - acc: 1.0000
2/39 [>.............................]
- ETA: 6s - loss: 0.0082 - acc: 0.9961
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- ETA: 13s - loss: 0.0157 - acc: 0.9896
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- ETA: 11s - loss: 0.0190 - acc: 0.9902
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- ETA: 10s - loss: 0.0171 - acc: 0.9906
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- ETA: 10s - loss: 0.0165 - acc: 0.9922
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- ETA: 10s - loss: 0.0157 - acc: 0.9933
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- ETA: 10s - loss: 0.0141 - acc: 0.9941
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- ETA: 9s - loss: 0.0181 - acc: 0.9939
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- ETA: 9s - loss: 0.0175 - acc: 0.9937
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- ETA: 9s - loss: 0.0179 - acc: 0.9936
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- ETA: 8s - loss: 0.0178 - acc: 0.9935
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- ETA: 8s - loss: 0.0171 - acc: 0.9934
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- ETA: 8s - loss: 0.0167 - acc: 0.9933
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- ETA: 8s - loss: 0.0163 - acc: 0.9937
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- ETA: 7s - loss: 0.0187 - acc: 0.9932
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- ETA: 7s - loss: 0.0179 - acc: 0.9936
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- ETA: 7s - loss: 0.0198 - acc: 0.9926
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- ETA: 6s - loss: 0.0190 - acc: 0.9930
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- ETA: 6s - loss: 0.0187 - acc: 0.9930
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- ETA: 6s - loss: 0.0186 - acc: 0.9929
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- ETA: 5s - loss: 0.0187 - acc: 0.9929
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- ETA: 5s - loss: 0.0180 - acc: 0.9932
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- ETA: 4s - loss: 0.0176 - acc: 0.9931
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- ETA: 4s - loss: 0.0180 - acc: 0.9930
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- ETA: 4s - loss: 0.0191 - acc: 0.9927
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- ETA: 3s - loss: 0.0199 - acc: 0.9927
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- ETA: 3s - loss: 0.0196 - acc: 0.9927
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- ETA: 3s - loss: 0.0190 - acc: 0.9929
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- ETA: 2s - loss: 0.0186 - acc: 0.9932
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- ETA: 2s - loss: 0.0185 - acc: 0.9931
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- ETA: 2s - loss: 0.0181 - acc: 0.9933
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- ETA: 1s - loss: 0.0177 - acc: 0.9935
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- ETA: 1s - loss: 0.0177 - acc: 0.9935
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- ETA: 1s - loss: 0.0177 - acc: 0.9935
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- ETA: 0s - loss: 0.0174 - acc: 0.9936
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- ETA: 0s - loss: 0.0175 - acc: 0.9936
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- ETA: 0s - loss: 0.3745 - acc: 0.9453
256/878 [=======>......................]
- ETA: 0s - loss: 0.4743 - acc: 0.9336
384/878 [============>.................]
- ETA: 0s - loss: 0.5220 - acc: 0.9193
512/878 [================>.............]
- ETA: 0s - loss: 0.5487 - acc: 0.9219
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- ETA: 0s - loss: 0.5139 - acc: 0.9219
768/878 [=========================>....]
- ETA: 0s - loss: 0.4875 - acc: 0.9258
878/878 [==============================]
- 1s 603us/sample - loss: 0.4643 - acc: 0.9237
39/39 [==============================]
- 14s 360ms/step - loss: 0.0174 - acc: 0.9938 - val_loss: 0.4614 - val_acc: 0.9237
Epoch 152/200
1/39 [..............................]
- ETA: 5s - loss: 0.0302 - acc: 0.9922
2/39 [>.............................]
- ETA: 5s - loss: 0.0329 - acc: 0.9883
3/39 [=>............................]
- ETA: 7s - loss: 0.0330 - acc: 0.9896
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- ETA: 8s - loss: 0.0254 - acc: 0.9922
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- ETA: 8s - loss: 0.0378 - acc: 0.9906
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- ETA: 8s - loss: 0.0349 - acc: 0.9909
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- ETA: 8s - loss: 0.0309 - acc: 0.9922
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- ETA: 8s - loss: 0.0292 - acc: 0.9922
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- ETA: 8s - loss: 0.0286 - acc: 0.9922
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- ETA: 8s - loss: 0.0290 - acc: 0.9922
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- ETA: 8s - loss: 0.0268 - acc: 0.9929
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- ETA: 8s - loss: 0.0256 - acc: 0.9928
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- ETA: 7s - loss: 0.0241 - acc: 0.9934
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- ETA: 7s - loss: 0.0298 - acc: 0.9922
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- ETA: 7s - loss: 0.0296 - acc: 0.9917
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- ETA: 7s - loss: 0.0316 - acc: 0.9912
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- ETA: 6s - loss: 0.0370 - acc: 0.9908
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- ETA: 6s - loss: 0.0358 - acc: 0.9909
19/39 [=============>................]
- ETA: 6s - loss: 0.0340 - acc: 0.9914
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- ETA: 5s - loss: 0.0333 - acc: 0.9914
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- ETA: 5s - loss: 0.0328 - acc: 0.9914
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- ETA: 5s - loss: 0.0322 - acc: 0.9911
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- ETA: 4s - loss: 0.0335 - acc: 0.9908
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- ETA: 4s - loss: 0.0335 - acc: 0.9906
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- ETA: 4s - loss: 0.0329 - acc: 0.9906
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- ETA: 4s - loss: 0.0318 - acc: 0.9910
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- ETA: 3s - loss: 0.0313 - acc: 0.9910
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- ETA: 3s - loss: 0.0305 - acc: 0.9914
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- ETA: 3s - loss: 0.0295 - acc: 0.9916
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- ETA: 2s - loss: 0.0292 - acc: 0.9916
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- ETA: 2s - loss: 0.0300 - acc: 0.9911
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- ETA: 2s - loss: 0.0294 - acc: 0.9912
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- ETA: 1s - loss: 0.0288 - acc: 0.9912
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- ETA: 1s - loss: 0.0286 - acc: 0.9910
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- ETA: 1s - loss: 0.0286 - acc: 0.9910
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- ETA: 0s - loss: 0.0283 - acc: 0.9911
37/39 [===========================>..]
- ETA: 0s - loss: 0.0276 - acc: 0.9913
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- ETA: 0s - loss: 0.0291 - acc: 0.9905
128/878 [===>..........................]
- ETA: 0s - loss: 0.3763 - acc: 0.9531
256/878 [=======>......................]
- ETA: 0s - loss: 0.4657 - acc: 0.9336
384/878 [============>.................]
- ETA: 0s - loss: 0.5239 - acc: 0.9219
512/878 [================>.............]
- ETA: 0s - loss: 0.5747 - acc: 0.9219
640/878 [====================>.........]
- ETA: 0s - loss: 0.5311 - acc: 0.9219
768/878 [=========================>....]
- ETA: 0s - loss: 0.5170 - acc: 0.9219
878/878 [==============================]
- 1s 662us/sample - loss: 0.4830 - acc: 0.9226
39/39 [==============================]
- 13s 337ms/step - loss: 0.0284 - acc: 0.9908 - val_loss: 0.4788 - val_acc: 0.9226
Epoch 153/200
1/39 [..............................]
- ETA: 5s - loss: 0.0434 - acc: 0.9922
2/39 [>.............................]
- ETA: 5s - loss: 0.0226 - acc: 0.9961
3/39 [=>............................]
- ETA: 7s - loss: 0.0171 - acc: 0.9974
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- ETA: 8s - loss: 0.0233 - acc: 0.9961
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- ETA: 8s - loss: 0.0222 - acc: 0.9953
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- ETA: 9s - loss: 0.0212 - acc: 0.9948
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- ETA: 9s - loss: 0.0193 - acc: 0.9955
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- ETA: 9s - loss: 0.0260 - acc: 0.9932
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- ETA: 9s - loss: 0.0248 - acc: 0.9931
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- ETA: 8s - loss: 0.0267 - acc: 0.9930
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- ETA: 8s - loss: 0.0272 - acc: 0.9922
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- ETA: 8s - loss: 0.0275 - acc: 0.9915
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- ETA: 8s - loss: 0.0288 - acc: 0.9916
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- ETA: 7s - loss: 0.0281 - acc: 0.9916
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- ETA: 7s - loss: 0.0329 - acc: 0.9911
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- ETA: 7s - loss: 0.0317 - acc: 0.9912
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- ETA: 7s - loss: 0.0314 - acc: 0.9917
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- ETA: 6s - loss: 0.0322 - acc: 0.9913
19/39 [=============>................]
- ETA: 6s - loss: 0.0353 - acc: 0.9897
20/39 [==============>...............]
- ETA: 6s - loss: 0.0340 - acc: 0.9902
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- ETA: 5s - loss: 0.0343 - acc: 0.9896
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- ETA: 5s - loss: 0.0341 - acc: 0.9893
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- ETA: 5s - loss: 0.0333 - acc: 0.9895
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- ETA: 4s - loss: 0.0335 - acc: 0.9893
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- ETA: 4s - loss: 0.0365 - acc: 0.9875
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- ETA: 4s - loss: 0.0361 - acc: 0.9877
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- ETA: 3s - loss: 0.0352 - acc: 0.9881
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- ETA: 3s - loss: 0.0372 - acc: 0.9877
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- ETA: 3s - loss: 0.0380 - acc: 0.9873
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- ETA: 2s - loss: 0.0392 - acc: 0.9865
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- ETA: 2s - loss: 0.0399 - acc: 0.9861
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- ETA: 2s - loss: 0.0401 - acc: 0.9860
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- ETA: 2s - loss: 0.0405 - acc: 0.9860
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- ETA: 1s - loss: 0.0400 - acc: 0.9859
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- ETA: 1s - loss: 0.0396 - acc: 0.9861
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- ETA: 1s - loss: 0.0400 - acc: 0.9861
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- ETA: 0s - loss: 0.0403 - acc: 0.9858
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- ETA: 0s - loss: 0.0397 - acc: 0.9860
128/878 [===>..........................]
- ETA: 0s - loss: 0.5551 - acc: 0.9219
256/878 [=======>......................]
- ETA: 0s - loss: 0.5646 - acc: 0.9023
384/878 [============>.................]
- ETA: 0s - loss: 0.6542 - acc: 0.8958
512/878 [================>.............]
- ETA: 0s - loss: 0.6370 - acc: 0.8984
640/878 [====================>.........]
- ETA: 0s - loss: 0.6333 - acc: 0.9000
768/878 [=========================>....]
- ETA: 0s - loss: 0.6219 - acc: 0.8984
878/878 [==============================]
- 1s 602us/sample - loss: 0.5976 - acc: 0.8986
39/39 [==============================]
- 14s 349ms/step - loss: 0.0398 - acc: 0.9861 - val_loss: 0.5946 - val_acc: 0.8986
Epoch 154/200
1/39 [..............................]
- ETA: 5s - loss: 0.0594 - acc: 0.9609
2/39 [>.............................]
- ETA: 5s - loss: 0.0475 - acc: 0.9727
3/39 [=>............................]
- ETA: 6s - loss: 0.0358 - acc: 0.9792
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- ETA: 7s - loss: 0.0439 - acc: 0.9805
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- ETA: 7s - loss: 0.0430 - acc: 0.9823
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- ETA: 8s - loss: 0.0424 - acc: 0.9840
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- ETA: 8s - loss: 0.0416 - acc: 0.9840
8/39 [=====>........................]
- ETA: 8s - loss: 0.0396 - acc: 0.9841
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- ETA: 8s - loss: 0.0365 - acc: 0.9859
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- ETA: 8s - loss: 0.0340 - acc: 0.9865
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- ETA: 8s - loss: 0.0328 - acc: 0.9863
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- ETA: 7s - loss: 0.0331 - acc: 0.9855
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- ETA: 7s - loss: 0.0309 - acc: 0.9866
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- ETA: 7s - loss: 0.0347 - acc: 0.9865
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- ETA: 7s - loss: 0.0377 - acc: 0.9847
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- ETA: 7s - loss: 0.0375 - acc: 0.9847
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- ETA: 6s - loss: 0.0368 - acc: 0.9852
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- ETA: 6s - loss: 0.0357 - acc: 0.9856
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- ETA: 6s - loss: 0.0343 - acc: 0.9863
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- ETA: 5s - loss: 0.0337 - acc: 0.9866
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- ETA: 5s - loss: 0.0339 - acc: 0.9865
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- ETA: 5s - loss: 0.0326 - acc: 0.9871
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- ETA: 5s - loss: 0.0318 - acc: 0.9874
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- ETA: 4s - loss: 0.0308 - acc: 0.9879
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- ETA: 4s - loss: 0.0304 - acc: 0.9881
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- ETA: 4s - loss: 0.0300 - acc: 0.9882
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- ETA: 3s - loss: 0.0312 - acc: 0.9881
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- ETA: 3s - loss: 0.0322 - acc: 0.9877
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- ETA: 3s - loss: 0.0313 - acc: 0.9881
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- ETA: 2s - loss: 0.0315 - acc: 0.9882
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- ETA: 2s - loss: 0.0319 - acc: 0.9878
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- ETA: 2s - loss: 0.0318 - acc: 0.9877
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- ETA: 1s - loss: 0.0311 - acc: 0.9881
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- ETA: 1s - loss: 0.0309 - acc: 0.9880
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- ETA: 1s - loss: 0.0323 - acc: 0.9877
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- ETA: 0s - loss: 0.0335 - acc: 0.9871
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- ETA: 0s - loss: 0.0342 - acc: 0.9869
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- ETA: 0s - loss: 0.0336 - acc: 0.9872
128/878 [===>..........................]
- ETA: 0s - loss: 0.3620 - acc: 0.9375
256/878 [=======>......................]
- ETA: 0s - loss: 0.4182 - acc: 0.9219
384/878 [============>.................]
- ETA: 0s - loss: 0.4575 - acc: 0.9167
512/878 [================>.............]
- ETA: 0s - loss: 0.4883 - acc: 0.9160
640/878 [====================>.........]
- ETA: 0s - loss: 0.4991 - acc: 0.9125
768/878 [=========================>....]
- ETA: 0s - loss: 0.4912 - acc: 0.9128
878/878 [==============================]
- 1s 645us/sample - loss: 0.4679 - acc: 0.9146
39/39 [==============================]
- 13s 337ms/step - loss: 0.0333 - acc: 0.9871 - val_loss: 0.4650 - val_acc: 0.9146
Epoch 155/200
1/39 [..............................]
- ETA: 5s - loss: 0.0288 - acc: 0.9844
2/39 [>.............................]
- ETA: 5s - loss: 0.0207 - acc: 0.9883
3/39 [=>............................]
- ETA: 6s - loss: 0.0174 - acc: 0.9922
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- ETA: 7s - loss: 0.0241 - acc: 0.9922
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- ETA: 8s - loss: 0.0205 - acc: 0.9937
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- ETA: 8s - loss: 0.0239 - acc: 0.9935
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- ETA: 9s - loss: 0.0214 - acc: 0.9944
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- ETA: 0s - loss: 0.3924 - acc: 0.9243
878/878 [==============================]
- 1s 727us/sample - loss: 0.3896 - acc: 0.9248
39/39 [==============================]
- 14s 352ms/step - loss: 0.0316 - acc: 0.9899 - val_loss: 0.3500 - val_acc: 0.9248
Epoch 156/200
1/39 [..............................]
- ETA: 7s - loss: 0.0473 - acc: 0.9766
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- ETA: 6s - loss: 0.0368 - acc: 0.9805
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- ETA: 6s - loss: 0.0298 - acc: 0.9844
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- ETA: 8s - loss: 0.0345 - acc: 0.9883
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- ETA: 0s - loss: 0.0339 - acc: 0.9886
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- ETA: 0s - loss: 0.0332 - acc: 0.9889
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- ETA: 0s - loss: 0.5774 - acc: 0.8984
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- ETA: 0s - loss: 0.6298 - acc: 0.8984
878/878 [==============================]
- 1s 660us/sample - loss: 0.6062 - acc: 0.8998
39/39 [==============================]
- 13s 344ms/step - loss: 0.0346 - acc: 0.9885 - val_loss: 0.6033 - val_acc: 0.8998
Epoch 157/200
1/39 [..............................]
- ETA: 5s - loss: 0.1374 - acc: 0.9688
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- ETA: 5s - loss: 0.0851 - acc: 0.9766
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- ETA: 7s - loss: 0.0682 - acc: 0.9818
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- ETA: 8s - loss: 0.0627 - acc: 0.9828
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- ETA: 9s - loss: 0.0620 - acc: 0.9831
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- ETA: 9s - loss: 0.0539 - acc: 0.9855
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- ETA: 8s - loss: 0.0497 - acc: 0.9852
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- ETA: 1s - loss: 0.0390 - acc: 0.9861
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- ETA: 0s - loss: 0.0383 - acc: 0.9864
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- ETA: 0s - loss: 0.0377 - acc: 0.9866
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- ETA: 0s - loss: 0.3292 - acc: 0.9375
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- ETA: 0s - loss: 0.3829 - acc: 0.9141
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- ETA: 0s - loss: 0.3613 - acc: 0.9193
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- ETA: 0s - loss: 0.4368 - acc: 0.9160
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- ETA: 0s - loss: 0.4405 - acc: 0.9156
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- ETA: 0s - loss: 0.4311 - acc: 0.9180
878/878 [==============================]
- 1s 621us/sample - loss: 0.4070 - acc: 0.9169
39/39 [==============================]
- 14s 353ms/step - loss: 0.0372 - acc: 0.9867 - val_loss: 0.4041 - val_acc: 0.9169
Epoch 158/200
1/39 [..............................]
- ETA: 5s - loss: 0.0179 - acc: 0.9922
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- ETA: 5s - loss: 0.0370 - acc: 0.9883
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- ETA: 8s - loss: 0.0329 - acc: 0.9870
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- ETA: 8s - loss: 0.0279 - acc: 0.9883
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- ETA: 9s - loss: 0.0246 - acc: 0.9906
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- ETA: 9s - loss: 0.0218 - acc: 0.9922
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- ETA: 8s - loss: 0.0261 - acc: 0.9913
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- ETA: 8s - loss: 0.0375 - acc: 0.9883
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- ETA: 8s - loss: 0.0374 - acc: 0.9879
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- ETA: 8s - loss: 0.0364 - acc: 0.9874
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- ETA: 7s - loss: 0.0403 - acc: 0.9860
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- ETA: 7s - loss: 0.0430 - acc: 0.9859
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- ETA: 7s - loss: 0.0423 - acc: 0.9863
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- ETA: 6s - loss: 0.0433 - acc: 0.9858
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- ETA: 6s - loss: 0.0419 - acc: 0.9861
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- ETA: 6s - loss: 0.0406 - acc: 0.9864
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- ETA: 6s - loss: 0.0451 - acc: 0.9848
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- ETA: 5s - loss: 0.0436 - acc: 0.9855
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- ETA: 5s - loss: 0.0449 - acc: 0.9854
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- ETA: 3s - loss: 0.0526 - acc: 0.9829
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- ETA: 3s - loss: 0.0581 - acc: 0.9819
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- ETA: 3s - loss: 0.0587 - acc: 0.9809
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- ETA: 2s - loss: 0.0574 - acc: 0.9812
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- ETA: 2s - loss: 0.0569 - acc: 0.9808
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- ETA: 2s - loss: 0.0578 - acc: 0.9802
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- ETA: 1s - loss: 0.0584 - acc: 0.9801
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- ETA: 1s - loss: 0.0576 - acc: 0.9804
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- ETA: 1s - loss: 0.0570 - acc: 0.9807
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- ETA: 0s - loss: 0.0578 - acc: 0.9804
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- ETA: 0s - loss: 0.0582 - acc: 0.9805
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- ETA: 0s - loss: 0.0573 - acc: 0.9810
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- ETA: 0s - loss: 0.2593 - acc: 0.9531
256/878 [=======>......................]
- ETA: 0s - loss: 0.3274 - acc: 0.9180
384/878 [============>.................]
- ETA: 0s - loss: 0.3522 - acc: 0.9141
512/878 [================>.............]
- ETA: 0s - loss: 0.4182 - acc: 0.9102
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- ETA: 0s - loss: 0.4100 - acc: 0.9094
768/878 [=========================>....]
- ETA: 0s - loss: 0.3923 - acc: 0.9141
878/878 [==============================]
- 1s 676us/sample - loss: 0.3729 - acc: 0.9157
39/39 [==============================]
- 13s 346ms/step - loss: 0.0574 - acc: 0.9811 - val_loss: 0.3706 - val_acc: 0.9157
Epoch 159/200
1/39 [..............................]
- ETA: 6s - loss: 0.1066 - acc: 0.9609
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- ETA: 6s - loss: 0.0748 - acc: 0.9727
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- ETA: 7s - loss: 0.0647 - acc: 0.9740
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- ETA: 8s - loss: 0.0602 - acc: 0.9785
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- ETA: 8s - loss: 0.0567 - acc: 0.9797
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- ETA: 8s - loss: 0.0497 - acc: 0.9831
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- ETA: 8s - loss: 0.0447 - acc: 0.9855
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- ETA: 9s - loss: 0.0435 - acc: 0.9854
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- ETA: 8s - loss: 0.0460 - acc: 0.9826
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- ETA: 8s - loss: 0.0553 - acc: 0.9820
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- ETA: 8s - loss: 0.0532 - acc: 0.9822
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- ETA: 8s - loss: 0.0499 - acc: 0.9831
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- ETA: 8s - loss: 0.0468 - acc: 0.9844
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- ETA: 7s - loss: 0.0476 - acc: 0.9833
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- ETA: 7s - loss: 0.0465 - acc: 0.9839
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- ETA: 7s - loss: 0.0444 - acc: 0.9849
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- ETA: 6s - loss: 0.0430 - acc: 0.9858
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- ETA: 6s - loss: 0.0417 - acc: 0.9861
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- ETA: 6s - loss: 0.0400 - acc: 0.9868
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- ETA: 6s - loss: 0.0396 - acc: 0.9871
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- ETA: 5s - loss: 0.0402 - acc: 0.9874
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- ETA: 5s - loss: 0.0385 - acc: 0.9879
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- ETA: 5s - loss: 0.0377 - acc: 0.9881
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- ETA: 4s - loss: 0.0366 - acc: 0.9883
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- ETA: 4s - loss: 0.0360 - acc: 0.9884
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- ETA: 4s - loss: 0.0351 - acc: 0.9886
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- ETA: 3s - loss: 0.0343 - acc: 0.9890
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- ETA: 3s - loss: 0.0342 - acc: 0.9891
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- ETA: 3s - loss: 0.0336 - acc: 0.9892
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- ETA: 2s - loss: 0.0328 - acc: 0.9896
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- ETA: 2s - loss: 0.0331 - acc: 0.9891
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- ETA: 2s - loss: 0.0321 - acc: 0.9895
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- ETA: 1s - loss: 0.0321 - acc: 0.9893
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- ETA: 1s - loss: 0.0313 - acc: 0.9895
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- ETA: 0s - loss: 0.0325 - acc: 0.9889
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- ETA: 0s - loss: 0.0318 - acc: 0.9892
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- ETA: 0s - loss: 0.0331 - acc: 0.9889
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- ETA: 0s - loss: 0.3719 - acc: 0.9297
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- ETA: 0s - loss: 0.5181 - acc: 0.9062
384/878 [============>.................]
- ETA: 0s - loss: 0.5597 - acc: 0.9036
512/878 [================>.............]
- ETA: 0s - loss: 0.6053 - acc: 0.9062
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- ETA: 0s - loss: 0.5795 - acc: 0.9062
768/878 [=========================>....]
- ETA: 0s - loss: 0.5526 - acc: 0.9089
878/878 [==============================]
- 1s 687us/sample - loss: 0.5175 - acc: 0.9123
39/39 [==============================]
- 14s 350ms/step - loss: 0.0328 - acc: 0.9887 - val_loss: 0.5132 - val_acc: 0.9123
Epoch 160/200
1/39 [..............................]
- ETA: 27s - loss: 0.0671 - acc: 0.9844
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- ETA: 17s - loss: 0.0486 - acc: 0.9844
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- ETA: 13s - loss: 0.0346 - acc: 0.9896
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- ETA: 11s - loss: 0.0323 - acc: 0.9902
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- ETA: 9s - loss: 0.0304 - acc: 0.9891
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- ETA: 8s - loss: 0.0308 - acc: 0.9880
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- ETA: 8s - loss: 0.0271 - acc: 0.9897
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- ETA: 8s - loss: 0.0278 - acc: 0.9891
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- ETA: 8s - loss: 0.0325 - acc: 0.9876
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- ETA: 8s - loss: 0.0305 - acc: 0.9881
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- ETA: 8s - loss: 0.0288 - acc: 0.9885
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- ETA: 8s - loss: 0.0281 - acc: 0.9881
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- ETA: 7s - loss: 0.0266 - acc: 0.9891
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- ETA: 7s - loss: 0.0248 - acc: 0.9898
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- ETA: 7s - loss: 0.0241 - acc: 0.9905
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- ETA: 7s - loss: 0.0235 - acc: 0.9906
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- ETA: 6s - loss: 0.0259 - acc: 0.9904
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- ETA: 6s - loss: 0.0257 - acc: 0.9901
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- ETA: 6s - loss: 0.0265 - acc: 0.9894
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878/878 [==============================]
- 1s 620us/sample - loss: 0.4467 - acc: 0.9226
39/39 [==============================]
- 13s 343ms/step - loss: 0.0353 - acc: 0.9869 - val_loss: 0.4432 - val_acc: 0.9226
Epoch 161/200
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- ETA: 5s - loss: 0.0345 - acc: 0.9844
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- ETA: 5s - loss: 0.0587 - acc: 0.9805
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878/878 [==============================]
- 1s 600us/sample - loss: 0.4861 - acc: 0.9043
39/39 [==============================]
- 14s 357ms/step - loss: 0.0511 - acc: 0.9849 - val_loss: 0.4826 - val_acc: 0.9043
Epoch 162/200
1/39 [..............................]
- ETA: 13s - loss: 0.0944 - acc: 0.9453
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- ETA: 15s - loss: 0.0752 - acc: 0.9609
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- ETA: 0s - loss: 0.0420 - acc: 0.9854
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- ETA: 0s - loss: 0.0416 - acc: 0.9853
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- ETA: 0s - loss: 0.4487 - acc: 0.9219
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- ETA: 0s - loss: 0.5309 - acc: 0.9089
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- ETA: 0s - loss: 0.5612 - acc: 0.9062
878/878 [==============================]
- 1s 624us/sample - loss: 0.5413 - acc: 0.9066
39/39 [==============================]
- 13s 345ms/step - loss: 0.0409 - acc: 0.9855 - val_loss: 0.5389 - val_acc: 0.9066
Epoch 163/200
1/39 [..............................]
- ETA: 5s - loss: 0.0526 - acc: 0.9922
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- ETA: 6s - loss: 0.0416 - acc: 0.9922
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- ETA: 6s - loss: 0.0336 - acc: 0.9922
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- ETA: 9s - loss: 0.0382 - acc: 0.9883
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- ETA: 2s - loss: 0.0356 - acc: 0.9873
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- ETA: 2s - loss: 0.0347 - acc: 0.9877
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- ETA: 1s - loss: 0.0339 - acc: 0.9881
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- ETA: 1s - loss: 0.0331 - acc: 0.9883
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- ETA: 0s - loss: 0.0351 - acc: 0.9880
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- ETA: 0s - loss: 0.0355 - acc: 0.9877
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- ETA: 0s - loss: 0.0395 - acc: 0.9866
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- ETA: 0s - loss: 0.5271 - acc: 0.8906
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- ETA: 0s - loss: 0.6610 - acc: 0.8789
384/878 [============>.................]
- ETA: 0s - loss: 0.7392 - acc: 0.8646
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- ETA: 0s - loss: 0.7282 - acc: 0.8809
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- ETA: 0s - loss: 0.7107 - acc: 0.8844
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- ETA: 0s - loss: 0.7067 - acc: 0.8867
878/878 [==============================]
- 1s 608us/sample - loss: 0.6849 - acc: 0.8861
39/39 [==============================]
- 14s 347ms/step - loss: 0.0393 - acc: 0.9867 - val_loss: 0.6822 - val_acc: 0.8861
Epoch 164/200
1/39 [..............................]
- ETA: 17s - loss: 0.0852 - acc: 0.9725
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- ETA: 17s - loss: 0.0909 - acc: 0.9747
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- ETA: 13s - loss: 0.0888 - acc: 0.9753
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- ETA: 11s - loss: 0.0686 - acc: 0.9817
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- ETA: 9s - loss: 0.0623 - acc: 0.9823
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- ETA: 8s - loss: 0.0703 - acc: 0.9826
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- ETA: 8s - loss: 0.0686 - acc: 0.9840
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- ETA: 8s - loss: 0.0695 - acc: 0.9841
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- ETA: 8s - loss: 0.0633 - acc: 0.9859
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- ETA: 7s - loss: 0.0556 - acc: 0.9868
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- ETA: 7s - loss: 0.0549 - acc: 0.9872
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- ETA: 6s - loss: 0.0561 - acc: 0.9872
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- ETA: 5s - loss: 0.0538 - acc: 0.9878
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- ETA: 5s - loss: 0.0529 - acc: 0.9880
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- ETA: 5s - loss: 0.0530 - acc: 0.9875
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- ETA: 3s - loss: 0.0542 - acc: 0.9872
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- ETA: 3s - loss: 0.0534 - acc: 0.9874
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- ETA: 3s - loss: 0.0531 - acc: 0.9873
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- ETA: 2s - loss: 0.0518 - acc: 0.9874
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- ETA: 2s - loss: 0.0515 - acc: 0.9871
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- ETA: 2s - loss: 0.0558 - acc: 0.9858
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- ETA: 1s - loss: 0.0556 - acc: 0.9855
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- ETA: 1s - loss: 0.0550 - acc: 0.9854
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- ETA: 0s - loss: 0.0547 - acc: 0.9852
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- ETA: 0s - loss: 0.0553 - acc: 0.9852
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- ETA: 0s - loss: 0.0545 - acc: 0.9851
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- ETA: 0s - loss: 0.4182 - acc: 0.9453
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- ETA: 0s - loss: 0.4512 - acc: 0.9258
384/878 [============>.................]
- ETA: 0s - loss: 0.4534 - acc: 0.9141
512/878 [================>.............]
- ETA: 0s - loss: 0.5059 - acc: 0.9160
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- ETA: 0s - loss: 0.4671 - acc: 0.9187
768/878 [=========================>....]
- ETA: 0s - loss: 0.4626 - acc: 0.9232
878/878 [==============================]
- 1s 612us/sample - loss: 0.4289 - acc: 0.9260
39/39 [==============================]
- 13s 339ms/step - loss: 0.0550 - acc: 0.9851 - val_loss: 0.4247 - val_acc: 0.9260
Epoch 165/200
1/39 [..............................]
- ETA: 5s - loss: 0.0287 - acc: 0.9922
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- ETA: 5s - loss: 0.0277 - acc: 0.9883
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- ETA: 6s - loss: 0.0234 - acc: 0.9918
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- ETA: 8s - loss: 0.0230 - acc: 0.9919
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- ETA: 8s - loss: 0.0210 - acc: 0.9933
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- ETA: 9s - loss: 0.0481 - acc: 0.9863
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- ETA: 9s - loss: 0.0464 - acc: 0.9861
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- ETA: 8s - loss: 0.0435 - acc: 0.9868
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- ETA: 8s - loss: 0.0430 - acc: 0.9865
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- ETA: 7s - loss: 0.0420 - acc: 0.9842
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- ETA: 7s - loss: 0.0406 - acc: 0.9853
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- ETA: 7s - loss: 0.0390 - acc: 0.9862
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- ETA: 6s - loss: 0.0377 - acc: 0.9863
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- ETA: 6s - loss: 0.0402 - acc: 0.9847
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- ETA: 5s - loss: 0.0390 - acc: 0.9850
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- ETA: 5s - loss: 0.0383 - acc: 0.9853
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- ETA: 3s - loss: 0.0346 - acc: 0.9871
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- ETA: 2s - loss: 0.0341 - acc: 0.9878
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- ETA: 2s - loss: 0.0333 - acc: 0.9882
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- ETA: 0s - loss: 0.0324 - acc: 0.9886
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- ETA: 0s - loss: 0.0319 - acc: 0.9889
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- ETA: 0s - loss: 0.4548 - acc: 0.9284
878/878 [==============================]
- 1s 602us/sample - loss: 0.4312 - acc: 0.9305
39/39 [==============================]
- 14s 353ms/step - loss: 0.0323 - acc: 0.9887 - val_loss: 0.4283 - val_acc: 0.9305
Epoch 166/200
1/39 [..............................]
- ETA: 18s - loss: 0.0198 - acc: 0.9922
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- ETA: 17s - loss: 0.0351 - acc: 0.9922
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- ETA: 13s - loss: 0.0358 - acc: 0.9896
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- ETA: 11s - loss: 0.0355 - acc: 0.9899
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- ETA: 9s - loss: 0.0310 - acc: 0.9903
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- ETA: 8s - loss: 0.0318 - acc: 0.9907
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- ETA: 8s - loss: 0.0309 - acc: 0.9897
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- ETA: 8s - loss: 0.0280 - acc: 0.9910
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- ETA: 8s - loss: 0.0269 - acc: 0.9921
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- ETA: 8s - loss: 0.0288 - acc: 0.9913
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- ETA: 7s - loss: 0.0288 - acc: 0.9898
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- ETA: 7s - loss: 0.0296 - acc: 0.9884
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- ETA: 7s - loss: 0.0318 - acc: 0.9872
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- ETA: 6s - loss: 0.0315 - acc: 0.9859
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- ETA: 0s - loss: 0.0305 - acc: 0.9881
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- ETA: 0s - loss: 0.1894 - acc: 0.9531
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- ETA: 0s - loss: 0.3606 - acc: 0.9258
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- ETA: 0s - loss: 0.4623 - acc: 0.9193
878/878 [==============================]
- 1s 1ms/sample - loss: 0.4462 - acc: 0.9226
39/39 [==============================]
- 14s 348ms/step - loss: 0.0300 - acc: 0.9883 - val_loss: 0.4442 - val_acc: 0.9226
Epoch 167/200
1/39 [..............................]
- ETA: 7s - loss: 0.0040 - acc: 1.0000
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- ETA: 6s - loss: 0.0051 - acc: 1.0000
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- ETA: 6s - loss: 0.0041 - acc: 1.0000
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- ETA: 6s - loss: 0.0083 - acc: 0.9969
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- ETA: 7s - loss: 0.0147 - acc: 0.9948
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- ETA: 0s - loss: 0.0259 - acc: 0.9922
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- ETA: 0s - loss: 0.0260 - acc: 0.9922
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- ETA: 0s - loss: 0.3905 - acc: 0.9083
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- ETA: 0s - loss: 0.5053 - acc: 0.9128
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- ETA: 0s - loss: 0.5191 - acc: 0.9083
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- ETA: 0s - loss: 0.6435 - acc: 0.9014
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- ETA: 0s - loss: 0.5801 - acc: 0.9056
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- ETA: 0s - loss: 0.5503 - acc: 0.9060
878/878 [==============================]
- 1s 644us/sample - loss: 0.5468 - acc: 0.9066
39/39 [==============================]
- 13s 333ms/step - loss: 0.0264 - acc: 0.9922 - val_loss: 0.4984 - val_acc: 0.9066
Epoch 168/200
1/39 [..............................]
- ETA: 5s - loss: 0.0694 - acc: 0.9922
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- ETA: 5s - loss: 0.0451 - acc: 0.9922
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- ETA: 6s - loss: 0.0318 - acc: 0.9948
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- ETA: 8s - loss: 0.0357 - acc: 0.9883
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- ETA: 8s - loss: 0.0377 - acc: 0.9875
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- ETA: 8s - loss: 0.0370 - acc: 0.9883
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- ETA: 8s - loss: 0.0439 - acc: 0.9866
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- ETA: 8s - loss: 0.0408 - acc: 0.9863
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- ETA: 8s - loss: 0.0366 - acc: 0.9878
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- ETA: 8s - loss: 0.0361 - acc: 0.9883
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- ETA: 8s - loss: 0.0337 - acc: 0.9893
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- ETA: 8s - loss: 0.0321 - acc: 0.9896
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- ETA: 7s - loss: 0.0310 - acc: 0.9898
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- ETA: 7s - loss: 0.0323 - acc: 0.9900
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- ETA: 7s - loss: 0.0304 - acc: 0.9906
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- ETA: 7s - loss: 0.0308 - acc: 0.9897
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- ETA: 6s - loss: 0.0297 - acc: 0.9903
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- ETA: 6s - loss: 0.0323 - acc: 0.9900
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- ETA: 6s - loss: 0.0309 - acc: 0.9905
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- ETA: 6s - loss: 0.0294 - acc: 0.9910
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- ETA: 4s - loss: 0.0297 - acc: 0.9906
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- ETA: 3s - loss: 0.0292 - acc: 0.9907
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- ETA: 3s - loss: 0.0284 - acc: 0.9910
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- ETA: 3s - loss: 0.0284 - acc: 0.9908
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- ETA: 2s - loss: 0.0281 - acc: 0.9908
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- ETA: 2s - loss: 0.0275 - acc: 0.9911
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- ETA: 2s - loss: 0.0272 - acc: 0.9912
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- ETA: 1s - loss: 0.0268 - acc: 0.9912
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- ETA: 1s - loss: 0.0271 - acc: 0.9908
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- ETA: 0s - loss: 0.0268 - acc: 0.9906
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- ETA: 0s - loss: 0.0265 - acc: 0.9907
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- ETA: 0s - loss: 0.0266 - acc: 0.9905
128/878 [===>..........................]
- ETA: 0s - loss: 0.3192 - acc: 0.9453
256/878 [=======>......................]
- ETA: 0s - loss: 0.4863 - acc: 0.9141
384/878 [============>.................]
- ETA: 0s - loss: 0.4782 - acc: 0.9167
512/878 [================>.............]
- ETA: 0s - loss: 0.5412 - acc: 0.9160
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- ETA: 0s - loss: 0.5245 - acc: 0.9156
768/878 [=========================>....]
- ETA: 0s - loss: 0.5450 - acc: 0.9180
878/878 [==============================]
- 1s 637us/sample - loss: 0.5141 - acc: 0.9191
39/39 [==============================]
- 13s 341ms/step - loss: 0.0264 - acc: 0.9903 - val_loss: 0.5103 - val_acc: 0.9191
Epoch 169/200
1/39 [..............................]
- ETA: 5s - loss: 0.0364 - acc: 0.9844
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- ETA: 5s - loss: 0.0226 - acc: 0.9922
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- ETA: 7s - loss: 0.0175 - acc: 0.9948
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- ETA: 9s - loss: 0.0218 - acc: 0.9922
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- ETA: 9s - loss: 0.0191 - acc: 0.9937
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- ETA: 9s - loss: 0.0169 - acc: 0.9948
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- ETA: 9s - loss: 0.0180 - acc: 0.9944
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- ETA: 9s - loss: 0.0169 - acc: 0.9951
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- ETA: 9s - loss: 0.0178 - acc: 0.9939
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- ETA: 9s - loss: 0.0162 - acc: 0.9945
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- ETA: 9s - loss: 0.0160 - acc: 0.9943
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- ETA: 8s - loss: 0.0151 - acc: 0.9948
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- ETA: 8s - loss: 0.0158 - acc: 0.9950
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- ETA: 8s - loss: 0.0164 - acc: 0.9943
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- ETA: 7s - loss: 0.0155 - acc: 0.9946
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- ETA: 7s - loss: 0.0150 - acc: 0.9949
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- ETA: 7s - loss: 0.0145 - acc: 0.9952
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- ETA: 6s - loss: 0.0138 - acc: 0.9955
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- ETA: 6s - loss: 0.0139 - acc: 0.9957
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- ETA: 6s - loss: 0.0134 - acc: 0.9959
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- ETA: 4s - loss: 0.0134 - acc: 0.9957
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- ETA: 3s - loss: 0.0142 - acc: 0.9950
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- ETA: 3s - loss: 0.0138 - acc: 0.9952
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- ETA: 2s - loss: 0.0140 - acc: 0.9952
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- ETA: 2s - loss: 0.0139 - acc: 0.9954
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- ETA: 2s - loss: 0.0148 - acc: 0.9952
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- ETA: 1s - loss: 0.0144 - acc: 0.9954
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- ETA: 1s - loss: 0.0142 - acc: 0.9955
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- ETA: 1s - loss: 0.0151 - acc: 0.9952
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- ETA: 0s - loss: 0.0150 - acc: 0.9953
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- ETA: 0s - loss: 0.0151 - acc: 0.9953
128/878 [===>..........................]
- ETA: 0s - loss: 0.4278 - acc: 0.9141
256/878 [=======>......................]
- ETA: 0s - loss: 0.5585 - acc: 0.8984
384/878 [============>.................]
- ETA: 0s - loss: 0.6340 - acc: 0.8984
512/878 [================>.............]
- ETA: 0s - loss: 0.6277 - acc: 0.9023
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- ETA: 0s - loss: 0.5711 - acc: 0.9047
768/878 [=========================>....]
- ETA: 0s - loss: 0.5574 - acc: 0.9036
878/878 [==============================]
- 1s 620us/sample - loss: 0.5350 - acc: 0.9043
39/39 [==============================]
- 14s 371ms/step - loss: 0.0156 - acc: 0.9952 - val_loss: 0.5322 - val_acc: 0.9043
Epoch 170/200
1/39 [..............................]
- ETA: 5s - loss: 0.0203 - acc: 0.9922
2/39 [>.............................]
- ETA: 6s - loss: 0.0355 - acc: 0.9922
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- ETA: 7s - loss: 0.0348 - acc: 0.9896
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- ETA: 8s - loss: 0.0263 - acc: 0.9922
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- ETA: 9s - loss: 0.0433 - acc: 0.9906
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- ETA: 9s - loss: 0.0375 - acc: 0.9922
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- ETA: 9s - loss: 0.0387 - acc: 0.9888
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- ETA: 9s - loss: 0.0342 - acc: 0.9902
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- ETA: 9s - loss: 0.0396 - acc: 0.9878
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- ETA: 9s - loss: 0.0427 - acc: 0.9859
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- ETA: 8s - loss: 0.0406 - acc: 0.9865
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- ETA: 8s - loss: 0.0418 - acc: 0.9857
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- ETA: 8s - loss: 0.0393 - acc: 0.9868
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- ETA: 8s - loss: 0.0410 - acc: 0.9860
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- ETA: 7s - loss: 0.0452 - acc: 0.9854
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- ETA: 7s - loss: 0.0431 - acc: 0.9863
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- ETA: 7s - loss: 0.0409 - acc: 0.9871
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- ETA: 6s - loss: 0.0415 - acc: 0.9874
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- ETA: 6s - loss: 0.0409 - acc: 0.9873
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- ETA: 6s - loss: 0.0497 - acc: 0.9852
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- ETA: 6s - loss: 0.0492 - acc: 0.9851
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- ETA: 5s - loss: 0.0471 - acc: 0.9857
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- ETA: 5s - loss: 0.0459 - acc: 0.9860
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- ETA: 5s - loss: 0.0466 - acc: 0.9853
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- ETA: 4s - loss: 0.0496 - acc: 0.9840
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- ETA: 4s - loss: 0.0502 - acc: 0.9840
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- ETA: 3s - loss: 0.0502 - acc: 0.9837
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- ETA: 3s - loss: 0.0498 - acc: 0.9835
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- ETA: 2s - loss: 0.0507 - acc: 0.9830
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- ETA: 2s - loss: 0.0496 - acc: 0.9833
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- ETA: 2s - loss: 0.0513 - acc: 0.9829
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- ETA: 1s - loss: 0.0497 - acc: 0.9834
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- ETA: 1s - loss: 0.0508 - acc: 0.9832
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- ETA: 0s - loss: 0.0495 - acc: 0.9837
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- ETA: 0s - loss: 0.0492 - acc: 0.9837
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- ETA: 0s - loss: 0.2585 - acc: 0.9297
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- ETA: 0s - loss: 0.3421 - acc: 0.9219
384/878 [============>.................]
- ETA: 0s - loss: 0.4143 - acc: 0.9167
512/878 [================>.............]
- ETA: 0s - loss: 0.4615 - acc: 0.9121
640/878 [====================>.........]
- ETA: 0s - loss: 0.4726 - acc: 0.9109
768/878 [=========================>....]
- ETA: 0s - loss: 0.4830 - acc: 0.9089
878/878 [==============================]
- 1s 619us/sample - loss: 0.4495 - acc: 0.9134
39/39 [==============================]
- 14s 355ms/step - loss: 0.0492 - acc: 0.9837 - val_loss: 0.4454 - val_acc: 0.9134
Epoch 171/200
1/39 [..............................]
- ETA: 26s - loss: 0.0451 - acc: 0.9766
2/39 [>.............................]
- ETA: 23s - loss: 0.0393 - acc: 0.9789
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- ETA: 17s - loss: 0.0301 - acc: 0.9863
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- ETA: 12s - loss: 0.0301 - acc: 0.9855
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- ETA: 11s - loss: 0.0411 - acc: 0.9840
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- ETA: 9s - loss: 0.0392 - acc: 0.9852
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- ETA: 8s - loss: 0.0394 - acc: 0.9860
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- ETA: 7s - loss: 0.0373 - acc: 0.9870
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- ETA: 7s - loss: 0.0360 - acc: 0.9868
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- ETA: 7s - loss: 0.0343 - acc: 0.9877
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- ETA: 0s - loss: 0.0322 - acc: 0.9877
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- ETA: 0s - loss: 0.4581 - acc: 0.9206
878/878 [==============================]
- 1s 646us/sample - loss: 0.4383 - acc: 0.9214
39/39 [==============================]
- 14s 349ms/step - loss: 0.0316 - acc: 0.9881 - val_loss: 0.4359 - val_acc: 0.9214
Epoch 172/200
1/39 [..............................]
- ETA: 5s - loss: 0.0644 - acc: 0.9766
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- ETA: 5s - loss: 0.0339 - acc: 0.9883
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- ETA: 7s - loss: 0.0358 - acc: 0.9844
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- ETA: 8s - loss: 0.0309 - acc: 0.9863
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- ETA: 8s - loss: 0.0335 - acc: 0.9859
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- ETA: 9s - loss: 0.0303 - acc: 0.9870
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- ETA: 9s - loss: 0.0293 - acc: 0.9877
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- ETA: 9s - loss: 0.0359 - acc: 0.9883
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- ETA: 8s - loss: 0.0323 - acc: 0.9896
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- ETA: 8s - loss: 0.0336 - acc: 0.9883
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- ETA: 8s - loss: 0.0338 - acc: 0.9879
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- ETA: 7s - loss: 0.0309 - acc: 0.9888
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- ETA: 1s - loss: 0.0399 - acc: 0.9872
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- ETA: 0s - loss: 0.0400 - acc: 0.9871
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- ETA: 0s - loss: 0.0392 - acc: 0.9874
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- ETA: 0s - loss: 0.2032 - acc: 0.9609
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- ETA: 0s - loss: 0.4125 - acc: 0.9180
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- ETA: 0s - loss: 0.4799 - acc: 0.9141
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- ETA: 0s - loss: 0.5139 - acc: 0.9109
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- ETA: 0s - loss: 0.4894 - acc: 0.9141
878/878 [==============================]
- 1s 757us/sample - loss: 0.4554 - acc: 0.9180
39/39 [==============================]
- 15s 379ms/step - loss: 0.0388 - acc: 0.9873 - val_loss: 0.4513 - val_acc: 0.9180
Epoch 173/200
1/39 [..............................]
- ETA: 5s - loss: 0.0641 - acc: 0.9922
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- ETA: 11s - loss: 0.0783 - acc: 0.9922
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- ETA: 12s - loss: 0.0545 - acc: 0.9948
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- ETA: 12s - loss: 0.0556 - acc: 0.9906
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- ETA: 11s - loss: 0.0506 - acc: 0.9909
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- ETA: 11s - loss: 0.0622 - acc: 0.9877
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- ETA: 11s - loss: 0.0614 - acc: 0.9863
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- ETA: 10s - loss: 0.0576 - acc: 0.9861
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- ETA: 10s - loss: 0.0548 - acc: 0.9867
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- ETA: 10s - loss: 0.0576 - acc: 0.9851
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- ETA: 9s - loss: 0.0556 - acc: 0.9857
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- ETA: 9s - loss: 0.0518 - acc: 0.9868
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- ETA: 9s - loss: 0.0489 - acc: 0.9877
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- ETA: 8s - loss: 0.0467 - acc: 0.9880
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- ETA: 8s - loss: 0.0448 - acc: 0.9888
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- ETA: 7s - loss: 0.0433 - acc: 0.9885
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- ETA: 7s - loss: 0.0422 - acc: 0.9887
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- ETA: 6s - loss: 0.0421 - acc: 0.9887
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- ETA: 4s - loss: 0.0422 - acc: 0.9881
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- ETA: 4s - loss: 0.0433 - acc: 0.9879
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- ETA: 4s - loss: 0.0418 - acc: 0.9884
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- ETA: 3s - loss: 0.0428 - acc: 0.9882
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- ETA: 3s - loss: 0.0416 - acc: 0.9886
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- ETA: 2s - loss: 0.0417 - acc: 0.9889
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- ETA: 2s - loss: 0.0421 - acc: 0.9887
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- ETA: 2s - loss: 0.0431 - acc: 0.9883
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- ETA: 1s - loss: 0.0446 - acc: 0.9871
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- ETA: 1s - loss: 0.0456 - acc: 0.9870
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- ETA: 1s - loss: 0.0448 - acc: 0.9869
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- ETA: 0s - loss: 0.0437 - acc: 0.9873
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- ETA: 0s - loss: 0.0429 - acc: 0.9876
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- ETA: 0s - loss: 0.3936 - acc: 0.9141
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- ETA: 0s - loss: 0.4501 - acc: 0.9023
384/878 [============>.................]
- ETA: 0s - loss: 0.4218 - acc: 0.9089
512/878 [================>.............]
- ETA: 0s - loss: 0.4946 - acc: 0.9062
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- ETA: 0s - loss: 0.5014 - acc: 0.9094
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- ETA: 0s - loss: 0.5011 - acc: 0.9115
878/878 [==============================]
- 1s 618us/sample - loss: 0.4862 - acc: 0.9123
39/39 [==============================]
- 15s 374ms/step - loss: 0.0427 - acc: 0.9873 - val_loss: 0.4844 - val_acc: 0.9123
Epoch 174/200
1/39 [..............................]
- ETA: 6s - loss: 0.0098 - acc: 1.0000
2/39 [>.............................]
- ETA: 6s - loss: 0.0078 - acc: 1.0000
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- ETA: 6s - loss: 0.0095 - acc: 0.9974
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- ETA: 7s - loss: 0.0256 - acc: 0.9941
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- ETA: 8s - loss: 0.0283 - acc: 0.9922
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- ETA: 8s - loss: 0.0279 - acc: 0.9922
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- ETA: 8s - loss: 0.0355 - acc: 0.9900
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- ETA: 8s - loss: 0.0442 - acc: 0.9863
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- ETA: 8s - loss: 0.0405 - acc: 0.9878
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- ETA: 8s - loss: 0.0381 - acc: 0.9891
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- ETA: 8s - loss: 0.0368 - acc: 0.9886
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- ETA: 8s - loss: 0.0358 - acc: 0.9886
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- ETA: 7s - loss: 0.0347 - acc: 0.9888
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- ETA: 7s - loss: 0.0356 - acc: 0.9875
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- ETA: 7s - loss: 0.0356 - acc: 0.9868
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- ETA: 6s - loss: 0.0369 - acc: 0.9871
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- ETA: 6s - loss: 0.0387 - acc: 0.9869
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- ETA: 6s - loss: 0.0388 - acc: 0.9867
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- ETA: 6s - loss: 0.0382 - acc: 0.9870
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- ETA: 5s - loss: 0.0395 - acc: 0.9869
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- ETA: 5s - loss: 0.0381 - acc: 0.9875
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- ETA: 5s - loss: 0.0366 - acc: 0.9880
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- ETA: 4s - loss: 0.0352 - acc: 0.9885
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- ETA: 4s - loss: 0.0341 - acc: 0.9890
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- ETA: 4s - loss: 0.0335 - acc: 0.9891
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- ETA: 3s - loss: 0.0326 - acc: 0.9895
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- ETA: 3s - loss: 0.0328 - acc: 0.9893
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- ETA: 3s - loss: 0.0319 - acc: 0.9897
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- ETA: 2s - loss: 0.0312 - acc: 0.9901
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- ETA: 2s - loss: 0.0308 - acc: 0.9901
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- ETA: 2s - loss: 0.0301 - acc: 0.9902
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- ETA: 1s - loss: 0.0302 - acc: 0.9900
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- ETA: 1s - loss: 0.0306 - acc: 0.9898
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- ETA: 1s - loss: 0.0316 - acc: 0.9897
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- ETA: 0s - loss: 0.0311 - acc: 0.9900
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- ETA: 0s - loss: 0.0312 - acc: 0.9898
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- ETA: 0s - loss: 0.0313 - acc: 0.9897
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- ETA: 0s - loss: 0.2861 - acc: 0.9453
256/878 [=======>......................]
- ETA: 0s - loss: 0.3816 - acc: 0.9258
384/878 [============>.................]
- ETA: 0s - loss: 0.3948 - acc: 0.9219
512/878 [================>.............]
- ETA: 0s - loss: 0.4504 - acc: 0.9199
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- ETA: 0s - loss: 0.4583 - acc: 0.9187
768/878 [=========================>....]
- ETA: 0s - loss: 0.4784 - acc: 0.9219
878/878 [==============================]
- 1s 1ms/sample - loss: 0.4561 - acc: 0.9237
39/39 [==============================]
- 14s 360ms/step - loss: 0.0312 - acc: 0.9897 - val_loss: 0.4534 - val_acc: 0.9237
Epoch 175/200
1/39 [..............................]
- ETA: 6s - loss: 0.0226 - acc: 0.9922
2/39 [>.............................]
- ETA: 6s - loss: 0.0154 - acc: 0.9961
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- ETA: 6s - loss: 0.0145 - acc: 0.9948
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- ETA: 5s - loss: 0.0307 - acc: 0.9941
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- ETA: 5s - loss: 0.0263 - acc: 0.9953
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- ETA: 6s - loss: 0.0228 - acc: 0.9961
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- ETA: 7s - loss: 0.0205 - acc: 0.9967
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- ETA: 7s - loss: 0.0214 - acc: 0.9951
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- ETA: 7s - loss: 0.0215 - acc: 0.9939
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- ETA: 7s - loss: 0.0208 - acc: 0.9937
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- ETA: 7s - loss: 0.0217 - acc: 0.9929
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- ETA: 7s - loss: 0.0215 - acc: 0.9922
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- ETA: 7s - loss: 0.0201 - acc: 0.9928
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- ETA: 7s - loss: 0.0202 - acc: 0.9927
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- ETA: 7s - loss: 0.0200 - acc: 0.9932
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- ETA: 6s - loss: 0.0205 - acc: 0.9932
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- ETA: 6s - loss: 0.0198 - acc: 0.9936
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- ETA: 6s - loss: 0.0207 - acc: 0.9935
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- ETA: 6s - loss: 0.0198 - acc: 0.9938
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- ETA: 5s - loss: 0.0196 - acc: 0.9941
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- ETA: 5s - loss: 0.0192 - acc: 0.9940
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- ETA: 5s - loss: 0.0201 - acc: 0.9936
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- ETA: 4s - loss: 0.0210 - acc: 0.9932
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- ETA: 4s - loss: 0.0207 - acc: 0.9932
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- ETA: 4s - loss: 0.0202 - acc: 0.9934
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- ETA: 4s - loss: 0.0206 - acc: 0.9928
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- ETA: 3s - loss: 0.0230 - acc: 0.9922
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- ETA: 3s - loss: 0.0223 - acc: 0.9925
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- ETA: 3s - loss: 0.0217 - acc: 0.9927
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- ETA: 2s - loss: 0.0222 - acc: 0.9927
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- ETA: 2s - loss: 0.0223 - acc: 0.9924
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- ETA: 2s - loss: 0.0219 - acc: 0.9927
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- ETA: 1s - loss: 0.0213 - acc: 0.9929
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- ETA: 1s - loss: 0.0220 - acc: 0.9929
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- ETA: 1s - loss: 0.0214 - acc: 0.9931
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- ETA: 0s - loss: 0.0212 - acc: 0.9931
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- ETA: 0s - loss: 0.0220 - acc: 0.9928
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- ETA: 0s - loss: 0.0224 - acc: 0.9928
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- ETA: 0s - loss: 0.4487 - acc: 0.9219
256/878 [=======>......................]
- ETA: 0s - loss: 0.5149 - acc: 0.9062
384/878 [============>.................]
- ETA: 0s - loss: 0.5556 - acc: 0.9010
512/878 [================>.............]
- ETA: 0s - loss: 0.6038 - acc: 0.9023
640/878 [====================>.........]
- ETA: 0s - loss: 0.5866 - acc: 0.9047
768/878 [=========================>....]
- ETA: 0s - loss: 0.5673 - acc: 0.9102
878/878 [==============================]
- 1s 650us/sample - loss: 0.5291 - acc: 0.9100
39/39 [==============================]
- 13s 340ms/step - loss: 0.0220 - acc: 0.9930 - val_loss: 0.5244 - val_acc: 0.9100
Epoch 176/200
1/39 [..............................]
- ETA: 5s - loss: 0.0189 - acc: 0.9922
2/39 [>.............................]
- ETA: 5s - loss: 0.0129 - acc: 0.9961
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- ETA: 7s - loss: 0.0097 - acc: 0.9974
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- ETA: 8s - loss: 0.0095 - acc: 0.9961
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- ETA: 9s - loss: 0.0080 - acc: 0.9969
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- ETA: 9s - loss: 0.0150 - acc: 0.9961
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- ETA: 9s - loss: 0.0133 - acc: 0.9967
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- ETA: 9s - loss: 0.0125 - acc: 0.9961
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- ETA: 8s - loss: 0.0123 - acc: 0.9965
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- ETA: 8s - loss: 0.0116 - acc: 0.9969
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- ETA: 8s - loss: 0.0107 - acc: 0.9972
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- ETA: 8s - loss: 0.0135 - acc: 0.9961
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- ETA: 8s - loss: 0.0131 - acc: 0.9964
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- ETA: 7s - loss: 0.0132 - acc: 0.9961
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- ETA: 7s - loss: 0.0134 - acc: 0.9958
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- ETA: 7s - loss: 0.0133 - acc: 0.9961
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- ETA: 7s - loss: 0.0141 - acc: 0.9959
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- ETA: 6s - loss: 0.0134 - acc: 0.9961
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- ETA: 0s - loss: 0.5343 - acc: 0.9128
878/878 [==============================]
- 1s 653us/sample - loss: 0.4978 - acc: 0.9146
39/39 [==============================]
- 13s 344ms/step - loss: 0.0219 - acc: 0.9928 - val_loss: 0.4933 - val_acc: 0.9146
Epoch 177/200
1/39 [..............................]
- ETA: 5s - loss: 0.0122 - acc: 0.9922
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- ETA: 5s - loss: 0.0089 - acc: 0.9961
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- ETA: 7s - loss: 0.0068 - acc: 0.9974
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- ETA: 9s - loss: 0.0138 - acc: 0.9937
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- ETA: 9s - loss: 0.0185 - acc: 0.9922
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- ETA: 9s - loss: 0.0176 - acc: 0.9922
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- ETA: 9s - loss: 0.0155 - acc: 0.9932
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- ETA: 0s - loss: 0.0202 - acc: 0.9926
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- ETA: 0s - loss: 0.3437 - acc: 0.9297
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- ETA: 0s - loss: 0.5408 - acc: 0.9128
878/878 [==============================]
- 1s 607us/sample - loss: 0.5202 - acc: 0.9146
39/39 [==============================]
- 14s 353ms/step - loss: 0.0206 - acc: 0.9928 - val_loss: 0.5176 - val_acc: 0.9146
Epoch 178/200
1/39 [..............................]
- ETA: 5s - loss: 0.0793 - acc: 0.9844
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- ETA: 5s - loss: 0.0488 - acc: 0.9883
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- ETA: 7s - loss: 0.0445 - acc: 0.9870
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- ETA: 9s - loss: 0.0435 - acc: 0.9875
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- ETA: 9s - loss: 0.0602 - acc: 0.9857
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- ETA: 8s - loss: 0.0524 - acc: 0.9875
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- ETA: 8s - loss: 0.0464 - acc: 0.9891
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- ETA: 8s - loss: 0.0438 - acc: 0.9885
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- ETA: 7s - loss: 0.0425 - acc: 0.9863
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- ETA: 0s - loss: 0.0346 - acc: 0.9887
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- ETA: 0s - loss: 0.0349 - acc: 0.9886
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- ETA: 0s - loss: 0.0355 - acc: 0.9882
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- ETA: 0s - loss: 0.2625 - acc: 0.9531
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- ETA: 0s - loss: 0.4089 - acc: 0.9219
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- ETA: 0s - loss: 0.4558 - acc: 0.9141
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- ETA: 0s - loss: 0.5370 - acc: 0.9141
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- ETA: 0s - loss: 0.5129 - acc: 0.9172
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- ETA: 0s - loss: 0.5025 - acc: 0.9167
878/878 [==============================]
- 1s 624us/sample - loss: 0.4718 - acc: 0.9180
39/39 [==============================]
- 13s 342ms/step - loss: 0.0347 - acc: 0.9885 - val_loss: 0.4681 - val_acc: 0.9180
Epoch 179/200
1/39 [..............................]
- ETA: 6s - loss: 0.0349 - acc: 0.9922
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- ETA: 6s - loss: 0.0317 - acc: 0.9883
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- ETA: 7s - loss: 0.0312 - acc: 0.9896
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- ETA: 8s - loss: 0.0510 - acc: 0.9844
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- ETA: 8s - loss: 0.0529 - acc: 0.9812
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- ETA: 9s - loss: 0.0513 - acc: 0.9818
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- ETA: 9s - loss: 0.0460 - acc: 0.9844
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- ETA: 8s - loss: 0.0495 - acc: 0.9852
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- ETA: 8s - loss: 0.0512 - acc: 0.9844
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- ETA: 7s - loss: 0.0445 - acc: 0.9844
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- ETA: 7s - loss: 0.0431 - acc: 0.9849
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- ETA: 7s - loss: 0.0424 - acc: 0.9844
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- ETA: 6s - loss: 0.0406 - acc: 0.9852
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- ETA: 6s - loss: 0.0406 - acc: 0.9855
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- ETA: 5s - loss: 0.0391 - acc: 0.9862
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- ETA: 5s - loss: 0.0413 - acc: 0.9851
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- ETA: 3s - loss: 0.0440 - acc: 0.9838
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- ETA: 3s - loss: 0.0433 - acc: 0.9841
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- ETA: 3s - loss: 0.0428 - acc: 0.9840
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- ETA: 2s - loss: 0.0415 - acc: 0.9846
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- ETA: 2s - loss: 0.0418 - acc: 0.9846
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- ETA: 2s - loss: 0.0417 - acc: 0.9845
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- ETA: 1s - loss: 0.0409 - acc: 0.9850
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- ETA: 1s - loss: 0.0422 - acc: 0.9850
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- ETA: 1s - loss: 0.0435 - acc: 0.9843
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- ETA: 0s - loss: 0.0437 - acc: 0.9845
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- ETA: 0s - loss: 0.0435 - acc: 0.9845
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- ETA: 0s - loss: 0.0426 - acc: 0.9849
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- ETA: 0s - loss: 0.2553 - acc: 0.9297
256/878 [=======>......................]
- ETA: 0s - loss: 0.4463 - acc: 0.9180
384/878 [============>.................]
- ETA: 0s - loss: 0.5134 - acc: 0.9062
512/878 [================>.............]
- ETA: 0s - loss: 0.5828 - acc: 0.9082
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- ETA: 0s - loss: 0.5564 - acc: 0.9094
768/878 [=========================>....]
- ETA: 0s - loss: 0.5514 - acc: 0.9102
878/878 [==============================]
- 1s 645us/sample - loss: 0.5280 - acc: 0.9123
39/39 [==============================]
- 14s 347ms/step - loss: 0.0419 - acc: 0.9851 - val_loss: 0.5251 - val_acc: 0.9123
Epoch 180/200
1/39 [..............................]
- ETA: 5s - loss: 0.0073 - acc: 1.0000
2/39 [>.............................]
- ETA: 5s - loss: 0.0248 - acc: 0.9922
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- ETA: 7s - loss: 0.0236 - acc: 0.9922
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- ETA: 8s - loss: 0.0479 - acc: 0.9883
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- ETA: 9s - loss: 0.0406 - acc: 0.9891
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- ETA: 9s - loss: 0.0358 - acc: 0.9909
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- ETA: 9s - loss: 0.0355 - acc: 0.9900
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- ETA: 9s - loss: 0.0317 - acc: 0.9912
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- ETA: 9s - loss: 0.0292 - acc: 0.9922
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- ETA: 9s - loss: 0.0285 - acc: 0.9914
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- ETA: 8s - loss: 0.0275 - acc: 0.9915
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- ETA: 8s - loss: 0.0367 - acc: 0.9883
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- ETA: 8s - loss: 0.0355 - acc: 0.9880
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- ETA: 7s - loss: 0.0363 - acc: 0.9882
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- ETA: 7s - loss: 0.0343 - acc: 0.9890
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- ETA: 7s - loss: 0.0345 - acc: 0.9887
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- ETA: 7s - loss: 0.0327 - acc: 0.9893
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- ETA: 6s - loss: 0.0313 - acc: 0.9899
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- ETA: 6s - loss: 0.0297 - acc: 0.9905
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- ETA: 6s - loss: 0.0308 - acc: 0.9898
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- ETA: 5s - loss: 0.0332 - acc: 0.9891
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- ETA: 5s - loss: 0.0319 - acc: 0.9896
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- ETA: 5s - loss: 0.0315 - acc: 0.9894
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- ETA: 4s - loss: 0.0353 - acc: 0.9889
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- ETA: 4s - loss: 0.0357 - acc: 0.9887
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- ETA: 4s - loss: 0.0351 - acc: 0.9888
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- ETA: 3s - loss: 0.0368 - acc: 0.9884
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- ETA: 3s - loss: 0.0362 - acc: 0.9888
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- ETA: 3s - loss: 0.0358 - acc: 0.9889
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- ETA: 2s - loss: 0.0360 - acc: 0.9887
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- ETA: 2s - loss: 0.0357 - acc: 0.9886
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- ETA: 2s - loss: 0.0371 - acc: 0.9880
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- ETA: 1s - loss: 0.0374 - acc: 0.9879
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- ETA: 1s - loss: 0.0378 - acc: 0.9878
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- ETA: 1s - loss: 0.0373 - acc: 0.9879
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- ETA: 0s - loss: 0.0373 - acc: 0.9880
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- ETA: 0s - loss: 0.0378 - acc: 0.9877
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- ETA: 0s - loss: 0.0401 - acc: 0.9874
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- ETA: 0s - loss: 0.2280 - acc: 0.9609
256/878 [=======>......................]
- ETA: 0s - loss: 0.3889 - acc: 0.9375
384/878 [============>.................]
- ETA: 0s - loss: 0.4854 - acc: 0.9245
512/878 [================>.............]
- ETA: 0s - loss: 0.5299 - acc: 0.9219
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- ETA: 0s - loss: 0.5218 - acc: 0.9203
768/878 [=========================>....]
- ETA: 0s - loss: 0.5071 - acc: 0.9219
878/878 [==============================]
- 1s 678us/sample - loss: 0.4871 - acc: 0.9237
39/39 [==============================]
- 14s 349ms/step - loss: 0.0404 - acc: 0.9871 - val_loss: 0.4846 - val_acc: 0.9237
Epoch 181/200
1/39 [..............................]
- ETA: 5s - loss: 0.0086 - acc: 0.9922
2/39 [>.............................]
- ETA: 5s - loss: 0.0075 - acc: 0.9961
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- ETA: 7s - loss: 0.0184 - acc: 0.9896
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- ETA: 8s - loss: 0.0264 - acc: 0.9863
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- ETA: 9s - loss: 0.0223 - acc: 0.9891
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- ETA: 9s - loss: 0.0190 - acc: 0.9909
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- ETA: 9s - loss: 0.0539 - acc: 0.9888
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- ETA: 9s - loss: 0.0513 - acc: 0.9893
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- ETA: 9s - loss: 0.0506 - acc: 0.9887
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- ETA: 9s - loss: 0.0501 - acc: 0.9883
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- ETA: 8s - loss: 0.0497 - acc: 0.9886
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- ETA: 8s - loss: 0.0486 - acc: 0.9883
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- ETA: 8s - loss: 0.0454 - acc: 0.9892
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- ETA: 8s - loss: 0.0488 - acc: 0.9883
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- ETA: 7s - loss: 0.0463 - acc: 0.9891
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- ETA: 7s - loss: 0.0447 - acc: 0.9893
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- ETA: 7s - loss: 0.0446 - acc: 0.9894
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- ETA: 7s - loss: 0.0458 - acc: 0.9874
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- ETA: 6s - loss: 0.0477 - acc: 0.9864
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- ETA: 6s - loss: 0.0468 - acc: 0.9867
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- ETA: 6s - loss: 0.0458 - acc: 0.9866
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- ETA: 5s - loss: 0.0445 - acc: 0.9869
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- ETA: 5s - loss: 0.0428 - acc: 0.9874
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- ETA: 5s - loss: 0.0413 - acc: 0.9879
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- ETA: 4s - loss: 0.0403 - acc: 0.9881
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- ETA: 4s - loss: 0.0391 - acc: 0.9885
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- ETA: 4s - loss: 0.0434 - acc: 0.9875
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- ETA: 3s - loss: 0.0429 - acc: 0.9874
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- ETA: 3s - loss: 0.0435 - acc: 0.9873
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- ETA: 3s - loss: 0.0426 - acc: 0.9874
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- ETA: 2s - loss: 0.0415 - acc: 0.9878
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- ETA: 2s - loss: 0.0412 - acc: 0.9880
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- ETA: 2s - loss: 0.0425 - acc: 0.9874
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- ETA: 1s - loss: 0.0413 - acc: 0.9878
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- ETA: 0s - loss: 0.0400 - acc: 0.9879
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- ETA: 0s - loss: 0.0404 - acc: 0.9878
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- ETA: 0s - loss: 0.2542 - acc: 0.9375
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- ETA: 0s - loss: 0.4176 - acc: 0.9219
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- ETA: 0s - loss: 0.5031 - acc: 0.9089
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- ETA: 0s - loss: 0.4924 - acc: 0.9094
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- ETA: 0s - loss: 0.4687 - acc: 0.9115
878/878 [==============================]
- 1s 645us/sample - loss: 0.4403 - acc: 0.9123
39/39 [==============================]
- 14s 362ms/step - loss: 0.0409 - acc: 0.9877 - val_loss: 0.4368 - val_acc: 0.9123
Epoch 182/200
1/39 [..............................]
- ETA: 5s - loss: 0.0050 - acc: 1.0000
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- ETA: 5s - loss: 0.0052 - acc: 1.0000
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- ETA: 7s - loss: 0.0066 - acc: 1.0000
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- ETA: 8s - loss: 0.0137 - acc: 0.9961
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- ETA: 8s - loss: 0.0180 - acc: 0.9937
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- ETA: 9s - loss: 0.0179 - acc: 0.9948
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- ETA: 9s - loss: 0.0159 - acc: 0.9955
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- ETA: 9s - loss: 0.0157 - acc: 0.9951
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- ETA: 8s - loss: 0.0172 - acc: 0.9947
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- ETA: 8s - loss: 0.0175 - acc: 0.9944
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- ETA: 8s - loss: 0.0238 - acc: 0.9928
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- ETA: 8s - loss: 0.0223 - acc: 0.9934
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- ETA: 7s - loss: 0.0211 - acc: 0.9939
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- ETA: 7s - loss: 0.0201 - acc: 0.9944
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- ETA: 7s - loss: 0.0201 - acc: 0.9942
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- ETA: 7s - loss: 0.0204 - acc: 0.9941
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- ETA: 6s - loss: 0.0210 - acc: 0.9934
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- ETA: 0s - loss: 0.0204 - acc: 0.9932
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- ETA: 0s - loss: 0.0228 - acc: 0.9926
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- ETA: 0s - loss: 0.2836 - acc: 0.9453
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- ETA: 0s - loss: 0.4728 - acc: 0.9258
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- ETA: 0s - loss: 0.5334 - acc: 0.9193
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- ETA: 0s - loss: 0.5660 - acc: 0.9156
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- ETA: 0s - loss: 0.5593 - acc: 0.9180
878/878 [==============================]
- 1s 633us/sample - loss: 0.5199 - acc: 0.9214
39/39 [==============================]
- 14s 347ms/step - loss: 0.0232 - acc: 0.9926 - val_loss: 0.5151 - val_acc: 0.9214
Epoch 183/200
1/39 [..............................]
- ETA: 5s - loss: 0.0063 - acc: 1.0000
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- ETA: 5s - loss: 0.0108 - acc: 0.9961
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- ETA: 7s - loss: 0.0150 - acc: 0.9948
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- ETA: 8s - loss: 0.0171 - acc: 0.9941
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- ETA: 9s - loss: 0.0208 - acc: 0.9937
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- ETA: 9s - loss: 0.0180 - acc: 0.9948
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- ETA: 9s - loss: 0.0157 - acc: 0.9955
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- ETA: 9s - loss: 0.0195 - acc: 0.9932
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- ETA: 9s - loss: 0.0188 - acc: 0.9931
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- ETA: 8s - loss: 0.0197 - acc: 0.9930
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- ETA: 8s - loss: 0.0189 - acc: 0.9936
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- ETA: 8s - loss: 0.0218 - acc: 0.9928
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- ETA: 7s - loss: 0.0216 - acc: 0.9927
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- ETA: 7s - loss: 0.0231 - acc: 0.9922
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- ETA: 7s - loss: 0.0224 - acc: 0.9927
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- ETA: 7s - loss: 0.0216 - acc: 0.9931
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- ETA: 3s - loss: 0.0238 - acc: 0.9933
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- ETA: 3s - loss: 0.0231 - acc: 0.9936
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- ETA: 3s - loss: 0.0234 - acc: 0.9930
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- ETA: 2s - loss: 0.0230 - acc: 0.9929
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- ETA: 1s - loss: 0.0229 - acc: 0.9926
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- ETA: 1s - loss: 0.0228 - acc: 0.9924
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- ETA: 0s - loss: 0.0229 - acc: 0.9924
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- ETA: 0s - loss: 0.0231 - acc: 0.9924
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- ETA: 0s - loss: 0.0236 - acc: 0.9920
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- ETA: 0s - loss: 0.3227 - acc: 0.9375
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- ETA: 0s - loss: 0.4725 - acc: 0.9219
384/878 [============>.................]
- ETA: 0s - loss: 0.5362 - acc: 0.9141
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- ETA: 0s - loss: 0.5863 - acc: 0.9160
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- ETA: 0s - loss: 0.5486 - acc: 0.9187
768/878 [=========================>....]
- ETA: 0s - loss: 0.5283 - acc: 0.9193
878/878 [==============================]
- 1s 629us/sample - loss: 0.4913 - acc: 0.9214
39/39 [==============================]
- 14s 348ms/step - loss: 0.0230 - acc: 0.9922 - val_loss: 0.4868 - val_acc: 0.9214
Epoch 184/200
1/39 [..............................]
- ETA: 5s - loss: 0.0327 - acc: 0.9922
2/39 [>.............................]
- ETA: 5s - loss: 0.0181 - acc: 0.9961
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- ETA: 7s - loss: 0.0178 - acc: 0.9922
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- ETA: 8s - loss: 0.0266 - acc: 0.9922
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- ETA: 8s - loss: 0.0272 - acc: 0.9922
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- ETA: 8s - loss: 0.0233 - acc: 0.9935
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- ETA: 8s - loss: 0.0216 - acc: 0.9944
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- ETA: 8s - loss: 0.0209 - acc: 0.9941
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- ETA: 8s - loss: 0.0195 - acc: 0.9948
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- ETA: 8s - loss: 0.0180 - acc: 0.9953
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- ETA: 8s - loss: 0.0165 - acc: 0.9957
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- ETA: 8s - loss: 0.0154 - acc: 0.9960
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- ETA: 7s - loss: 0.0145 - acc: 0.9964
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- ETA: 7s - loss: 0.0136 - acc: 0.9966
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- ETA: 7s - loss: 0.0130 - acc: 0.9968
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- ETA: 7s - loss: 0.0132 - acc: 0.9966
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- ETA: 6s - loss: 0.0143 - acc: 0.9958
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- ETA: 6s - loss: 0.0138 - acc: 0.9961
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- ETA: 6s - loss: 0.0152 - acc: 0.9959
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- ETA: 5s - loss: 0.0146 - acc: 0.9961
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- ETA: 5s - loss: 0.0144 - acc: 0.9959
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- ETA: 5s - loss: 0.0138 - acc: 0.9961
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- ETA: 5s - loss: 0.0138 - acc: 0.9959
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- ETA: 4s - loss: 0.0145 - acc: 0.9957
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- ETA: 4s - loss: 0.0139 - acc: 0.9959
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- ETA: 4s - loss: 0.0137 - acc: 0.9958
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- ETA: 3s - loss: 0.0143 - acc: 0.9956
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- ETA: 3s - loss: 0.0142 - acc: 0.9955
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- ETA: 3s - loss: 0.0163 - acc: 0.9949
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- ETA: 2s - loss: 0.0167 - acc: 0.9945
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- ETA: 2s - loss: 0.0166 - acc: 0.9944
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- ETA: 2s - loss: 0.0162 - acc: 0.9946
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- ETA: 1s - loss: 0.0161 - acc: 0.9945
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- ETA: 1s - loss: 0.0164 - acc: 0.9942
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- ETA: 1s - loss: 0.0161 - acc: 0.9944
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- ETA: 0s - loss: 0.0162 - acc: 0.9946
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- ETA: 0s - loss: 0.0167 - acc: 0.9939
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- ETA: 0s - loss: 0.0176 - acc: 0.9936
128/878 [===>..........................]
- ETA: 0s - loss: 0.2802 - acc: 0.9375
256/878 [=======>......................]
- ETA: 0s - loss: 0.4275 - acc: 0.9180
384/878 [============>.................]
- ETA: 0s - loss: 0.4531 - acc: 0.9141
512/878 [================>.............]
- ETA: 0s - loss: 0.5420 - acc: 0.9121
640/878 [====================>.........]
- ETA: 0s - loss: 0.5185 - acc: 0.9109
768/878 [=========================>....]
- ETA: 0s - loss: 0.5572 - acc: 0.9102
878/878 [==============================]
- 1s 611us/sample - loss: 0.5163 - acc: 0.9146
39/39 [==============================]
- 13s 339ms/step - loss: 0.0181 - acc: 0.9934 - val_loss: 0.5113 - val_acc: 0.9146
Epoch 185/200
1/39 [..............................]
- ETA: 14s - loss: 0.0046 - acc: 1.0000
2/39 [>.............................]
- ETA: 12s - loss: 0.0115 - acc: 0.9961
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- ETA: 10s - loss: 0.0114 - acc: 0.9974
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- ETA: 9s - loss: 0.0156 - acc: 0.9961
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- ETA: 9s - loss: 0.0225 - acc: 0.9937
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- ETA: 9s - loss: 0.0342 - acc: 0.9896
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- ETA: 9s - loss: 0.0315 - acc: 0.9900
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- ETA: 9s - loss: 0.0290 - acc: 0.9912
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- ETA: 9s - loss: 0.0262 - acc: 0.9922
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- ETA: 8s - loss: 0.0267 - acc: 0.9914
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- ETA: 8s - loss: 0.0245 - acc: 0.9922
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- ETA: 8s - loss: 0.0231 - acc: 0.9928
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- ETA: 8s - loss: 0.0225 - acc: 0.9928
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- ETA: 8s - loss: 0.0212 - acc: 0.9933
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- ETA: 7s - loss: 0.0213 - acc: 0.9932
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- ETA: 7s - loss: 0.0204 - acc: 0.9936
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- ETA: 7s - loss: 0.0222 - acc: 0.9921
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- ETA: 6s - loss: 0.0229 - acc: 0.9917
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- ETA: 6s - loss: 0.0217 - acc: 0.9921
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- ETA: 6s - loss: 0.0210 - acc: 0.9925
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- ETA: 6s - loss: 0.0208 - acc: 0.9921
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- ETA: 5s - loss: 0.0200 - acc: 0.9925
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- ETA: 5s - loss: 0.0193 - acc: 0.9928
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- ETA: 5s - loss: 0.0201 - acc: 0.9921
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- ETA: 4s - loss: 0.0199 - acc: 0.9925
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- ETA: 4s - loss: 0.0196 - acc: 0.9924
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- ETA: 4s - loss: 0.0211 - acc: 0.9921
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- ETA: 3s - loss: 0.0211 - acc: 0.9921
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- ETA: 3s - loss: 0.0210 - acc: 0.9921
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- ETA: 3s - loss: 0.0227 - acc: 0.9914
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- ETA: 2s - loss: 0.0221 - acc: 0.9916
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- ETA: 2s - loss: 0.0233 - acc: 0.9912
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- ETA: 2s - loss: 0.0229 - acc: 0.9912
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- ETA: 1s - loss: 0.0229 - acc: 0.9912
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- ETA: 1s - loss: 0.0227 - acc: 0.9915
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- ETA: 1s - loss: 0.0234 - acc: 0.9913
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- ETA: 0s - loss: 0.0243 - acc: 0.9911
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- ETA: 0s - loss: 0.0243 - acc: 0.9913
128/878 [===>..........................]
- ETA: 0s - loss: 0.2953 - acc: 0.9375
256/878 [=======>......................]
- ETA: 0s - loss: 0.3989 - acc: 0.9258
384/878 [============>.................]
- ETA: 0s - loss: 0.4490 - acc: 0.9141
512/878 [================>.............]
- ETA: 0s - loss: 0.5367 - acc: 0.9141
640/878 [====================>.........]
- ETA: 0s - loss: 0.5043 - acc: 0.9172
768/878 [=========================>....]
- ETA: 0s - loss: 0.4995 - acc: 0.9193
878/878 [==============================]
- 1s 625us/sample - loss: 0.4717 - acc: 0.9191
39/39 [==============================]
- 14s 365ms/step - loss: 0.0246 - acc: 0.9914 - val_loss: 0.4683 - val_acc: 0.9191
Epoch 186/200
1/39 [..............................]
- ETA: 19s - loss: 0.0408 - acc: 0.9688
2/39 [>.............................]
- ETA: 15s - loss: 0.0230 - acc: 0.9831
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- ETA: 12s - loss: 0.0302 - acc: 0.9836
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- ETA: 10s - loss: 0.0427 - acc: 0.9817
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- ETA: 9s - loss: 0.0395 - acc: 0.9839
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- ETA: 8s - loss: 0.0402 - acc: 0.9853
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- ETA: 8s - loss: 0.0426 - acc: 0.9840
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- ETA: 8s - loss: 0.0547 - acc: 0.9811
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- ETA: 8s - loss: 0.0569 - acc: 0.9788
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- ETA: 8s - loss: 0.0528 - acc: 0.9802
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- ETA: 8s - loss: 0.0499 - acc: 0.9813
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- ETA: 8s - loss: 0.0465 - acc: 0.9829
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- ETA: 7s - loss: 0.0572 - acc: 0.9787
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- ETA: 7s - loss: 0.0542 - acc: 0.9797
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- ETA: 7s - loss: 0.0572 - acc: 0.9790
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- ETA: 7s - loss: 0.0592 - acc: 0.9788
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- ETA: 6s - loss: 0.0560 - acc: 0.9801
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- ETA: 6s - loss: 0.0547 - acc: 0.9807
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- ETA: 6s - loss: 0.0588 - acc: 0.9797
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- ETA: 6s - loss: 0.0580 - acc: 0.9803
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- ETA: 5s - loss: 0.0604 - acc: 0.9801
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- ETA: 5s - loss: 0.0601 - acc: 0.9800
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- ETA: 5s - loss: 0.0588 - acc: 0.9805
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- ETA: 4s - loss: 0.0583 - acc: 0.9810
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- ETA: 4s - loss: 0.0572 - acc: 0.9815
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- ETA: 4s - loss: 0.0557 - acc: 0.9816
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- ETA: 3s - loss: 0.0560 - acc: 0.9820
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- ETA: 3s - loss: 0.0559 - acc: 0.9815
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- ETA: 3s - loss: 0.0546 - acc: 0.9821
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- ETA: 2s - loss: 0.0542 - acc: 0.9822
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- ETA: 2s - loss: 0.0549 - acc: 0.9818
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- ETA: 2s - loss: 0.0538 - acc: 0.9821
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- ETA: 1s - loss: 0.0534 - acc: 0.9824
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- ETA: 1s - loss: 0.0522 - acc: 0.9829
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- ETA: 1s - loss: 0.0513 - acc: 0.9832
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- ETA: 0s - loss: 0.0504 - acc: 0.9834
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- ETA: 0s - loss: 0.0499 - acc: 0.9833
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- ETA: 0s - loss: 0.0498 - acc: 0.9829
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- ETA: 0s - loss: 0.3328 - acc: 0.9219
256/878 [=======>......................]
- ETA: 0s - loss: 0.4297 - acc: 0.9141
384/878 [============>.................]
- ETA: 0s - loss: 0.4770 - acc: 0.9115
512/878 [================>.............]
- ETA: 0s - loss: 0.5467 - acc: 0.9102
640/878 [====================>.........]
- ETA: 0s - loss: 0.5088 - acc: 0.9141
768/878 [=========================>....]
- ETA: 0s - loss: 0.5034 - acc: 0.9167
878/878 [==============================]
- 1s 650us/sample - loss: 0.4734 - acc: 0.9180
39/39 [==============================]
- 13s 343ms/step - loss: 0.0487 - acc: 0.9833 - val_loss: 0.4697 - val_acc: 0.9180
Epoch 187/200
1/39 [..............................]
- ETA: 5s - loss: 0.0132 - acc: 0.9922
2/39 [>.............................]
- ETA: 5s - loss: 0.0136 - acc: 0.9916
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- ETA: 6s - loss: 0.0099 - acc: 0.9945
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- ETA: 8s - loss: 0.0290 - acc: 0.9919
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- ETA: 8s - loss: 0.0351 - acc: 0.9887
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- ETA: 9s - loss: 0.0315 - acc: 0.9893
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- ETA: 9s - loss: 0.0331 - acc: 0.9875
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- ETA: 9s - loss: 0.0296 - acc: 0.9891
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- ETA: 9s - loss: 0.0268 - acc: 0.9903
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- ETA: 9s - loss: 0.0256 - acc: 0.9913
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- ETA: 8s - loss: 0.0286 - acc: 0.9899
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- ETA: 8s - loss: 0.0272 - acc: 0.9908
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- ETA: 8s - loss: 0.0255 - acc: 0.9915
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- ETA: 8s - loss: 0.0283 - acc: 0.9910
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- ETA: 7s - loss: 0.0268 - acc: 0.9916
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- ETA: 7s - loss: 0.0276 - acc: 0.9916
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- ETA: 7s - loss: 0.0291 - acc: 0.9903
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- ETA: 6s - loss: 0.0318 - acc: 0.9901
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- ETA: 2s - loss: 0.0333 - acc: 0.9880
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- ETA: 0s - loss: 0.0318 - acc: 0.9886
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- ETA: 0s - loss: 0.0316 - acc: 0.9886
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- ETA: 0s - loss: 0.2863 - acc: 0.9609
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- ETA: 0s - loss: 0.4023 - acc: 0.9336
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- ETA: 0s - loss: 0.5362 - acc: 0.9187
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- ETA: 0s - loss: 0.5177 - acc: 0.9232
878/878 [==============================]
- 1s 636us/sample - loss: 0.4815 - acc: 0.9248
39/39 [==============================]
- 14s 361ms/step - loss: 0.0311 - acc: 0.9887 - val_loss: 0.4771 - val_acc: 0.9248
Epoch 188/200
1/39 [..............................]
- ETA: 5s - loss: 0.0010 - acc: 1.0000
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- ETA: 5s - loss: 0.0063 - acc: 0.9961
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- ETA: 6s - loss: 0.0172 - acc: 0.9948
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- ETA: 7s - loss: 0.0245 - acc: 0.9941
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- ETA: 8s - loss: 0.0319 - acc: 0.9922
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- ETA: 8s - loss: 0.0308 - acc: 0.9920
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- ETA: 8s - loss: 0.0277 - acc: 0.9932
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- ETA: 8s - loss: 0.0301 - acc: 0.9930
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- ETA: 8s - loss: 0.0288 - acc: 0.9929
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- ETA: 8s - loss: 0.0278 - acc: 0.9929
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- ETA: 8s - loss: 0.0258 - acc: 0.9935
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- ETA: 7s - loss: 0.0238 - acc: 0.9944
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- ETA: 7s - loss: 0.0231 - acc: 0.9942
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- ETA: 7s - loss: 0.0251 - acc: 0.9936
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- ETA: 1s - loss: 0.0271 - acc: 0.9915
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- ETA: 0s - loss: 0.0264 - acc: 0.9917
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- ETA: 0s - loss: 0.0278 - acc: 0.9913
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- ETA: 0s - loss: 0.0274 - acc: 0.9913
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- ETA: 0s - loss: 0.2687 - acc: 0.9375
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- ETA: 0s - loss: 0.4589 - acc: 0.9102
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- ETA: 0s - loss: 0.5032 - acc: 0.9089
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- ETA: 0s - loss: 0.5475 - acc: 0.9125
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- ETA: 0s - loss: 0.5216 - acc: 0.9167
878/878 [==============================]
- 1s 637us/sample - loss: 0.4945 - acc: 0.9203
39/39 [==============================]
- 13s 337ms/step - loss: 0.0271 - acc: 0.9914 - val_loss: 0.4912 - val_acc: 0.9203
Epoch 189/200
1/39 [..............................]
- ETA: 5s - loss: 0.0055 - acc: 1.0000
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- ETA: 5s - loss: 0.0112 - acc: 0.9961
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- ETA: 6s - loss: 0.0117 - acc: 0.9973
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- ETA: 8s - loss: 0.0093 - acc: 0.9980
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- ETA: 8s - loss: 0.0119 - acc: 0.9952
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- ETA: 8s - loss: 0.0158 - acc: 0.9947
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- ETA: 8s - loss: 0.0165 - acc: 0.9943
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- ETA: 8s - loss: 0.0152 - acc: 0.9950
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- ETA: 8s - loss: 0.0139 - acc: 0.9956
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- ETA: 8s - loss: 0.0196 - acc: 0.9937
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- ETA: 8s - loss: 0.0241 - acc: 0.9921
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- ETA: 8s - loss: 0.0286 - acc: 0.9908
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- ETA: 8s - loss: 0.0267 - acc: 0.9915
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- ETA: 7s - loss: 0.0253 - acc: 0.9915
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- ETA: 7s - loss: 0.0243 - acc: 0.9916
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- ETA: 7s - loss: 0.0292 - acc: 0.9911
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- ETA: 7s - loss: 0.0343 - acc: 0.9898
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- ETA: 6s - loss: 0.0338 - acc: 0.9892
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- ETA: 6s - loss: 0.0329 - acc: 0.9894
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- ETA: 5s - loss: 0.0317 - acc: 0.9895
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- ETA: 5s - loss: 0.0314 - acc: 0.9896
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- ETA: 4s - loss: 0.0293 - acc: 0.9899
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- ETA: 4s - loss: 0.0284 - acc: 0.9903
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- ETA: 3s - loss: 0.0277 - acc: 0.9904
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- ETA: 3s - loss: 0.0274 - acc: 0.9905
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- ETA: 3s - loss: 0.0271 - acc: 0.9905
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- ETA: 2s - loss: 0.0270 - acc: 0.9903
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- ETA: 2s - loss: 0.0266 - acc: 0.9906
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- ETA: 2s - loss: 0.0261 - acc: 0.9909
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- ETA: 1s - loss: 0.0263 - acc: 0.9907
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- ETA: 1s - loss: 0.0260 - acc: 0.9908
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- ETA: 1s - loss: 0.0255 - acc: 0.9910
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- ETA: 0s - loss: 0.0251 - acc: 0.9911
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- ETA: 0s - loss: 0.0247 - acc: 0.9913
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- ETA: 0s - loss: 0.0241 - acc: 0.9915
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- ETA: 0s - loss: 0.3145 - acc: 0.9375
256/878 [=======>......................]
- ETA: 0s - loss: 0.4368 - acc: 0.9141
384/878 [============>.................]
- ETA: 0s - loss: 0.5041 - acc: 0.9115
512/878 [================>.............]
- ETA: 0s - loss: 0.5792 - acc: 0.9102
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- ETA: 0s - loss: 0.5758 - acc: 0.9109
768/878 [=========================>....]
- ETA: 0s - loss: 0.5668 - acc: 0.9128
878/878 [==============================]
- 1s 678us/sample - loss: 0.5457 - acc: 0.9112
39/39 [==============================]
- 14s 351ms/step - loss: 0.0237 - acc: 0.9918 - val_loss: 0.5432 - val_acc: 0.9112
Epoch 190/200
1/39 [..............................]
- ETA: 8s - loss: 0.0614 - acc: 0.9725
2/39 [>.............................]
- ETA: 8s - loss: 0.0501 - acc: 0.9789
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- ETA: 7s - loss: 0.0383 - acc: 0.9836
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- ETA: 7s - loss: 0.0326 - acc: 0.9858
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- ETA: 7s - loss: 0.0289 - acc: 0.9871
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- ETA: 8s - loss: 0.0282 - acc: 0.9880
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- ETA: 8s - loss: 0.0259 - acc: 0.9897
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- ETA: 8s - loss: 0.0249 - acc: 0.9900
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- ETA: 8s - loss: 0.0242 - acc: 0.9903
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- ETA: 8s - loss: 0.0235 - acc: 0.9905
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- ETA: 8s - loss: 0.0219 - acc: 0.9914
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- ETA: 7s - loss: 0.0204 - acc: 0.9921
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- ETA: 7s - loss: 0.0207 - acc: 0.9915
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- ETA: 7s - loss: 0.0222 - acc: 0.9904
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- ETA: 7s - loss: 0.0231 - acc: 0.9895
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- ETA: 6s - loss: 0.0223 - acc: 0.9901
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- ETA: 6s - loss: 0.0225 - acc: 0.9903
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- ETA: 6s - loss: 0.0239 - acc: 0.9895
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- ETA: 6s - loss: 0.0253 - acc: 0.9892
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- ETA: 5s - loss: 0.0242 - acc: 0.9898
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- ETA: 5s - loss: 0.0243 - acc: 0.9899
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- ETA: 5s - loss: 0.0264 - acc: 0.9900
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- ETA: 4s - loss: 0.0254 - acc: 0.9904
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- ETA: 4s - loss: 0.0247 - acc: 0.9908
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- ETA: 4s - loss: 0.0238 - acc: 0.9912
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- ETA: 4s - loss: 0.0264 - acc: 0.9909
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- ETA: 3s - loss: 0.0256 - acc: 0.9913
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- ETA: 3s - loss: 0.0255 - acc: 0.9913
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- ETA: 3s - loss: 0.0251 - acc: 0.9913
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- ETA: 2s - loss: 0.0253 - acc: 0.9914
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- ETA: 2s - loss: 0.0258 - acc: 0.9911
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- ETA: 2s - loss: 0.0252 - acc: 0.9914
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- ETA: 1s - loss: 0.0245 - acc: 0.9917
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- ETA: 1s - loss: 0.0248 - acc: 0.9915
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- ETA: 1s - loss: 0.0257 - acc: 0.9915
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- ETA: 0s - loss: 0.0255 - acc: 0.9915
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- ETA: 0s - loss: 0.0248 - acc: 0.9917
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- ETA: 0s - loss: 0.0244 - acc: 0.9920
128/878 [===>..........................]
- ETA: 0s - loss: 0.3170 - acc: 0.9375
256/878 [=======>......................]
- ETA: 0s - loss: 0.3989 - acc: 0.9258
384/878 [============>.................]
- ETA: 0s - loss: 0.4641 - acc: 0.9167
512/878 [================>.............]
- ETA: 0s - loss: 0.5716 - acc: 0.9121
640/878 [====================>.........]
- ETA: 0s - loss: 0.5614 - acc: 0.9125
768/878 [=========================>....]
- ETA: 0s - loss: 0.5639 - acc: 0.9115
878/878 [==============================]
- 1s 619us/sample - loss: 0.5469 - acc: 0.9100
39/39 [==============================]
- 13s 333ms/step - loss: 0.0251 - acc: 0.9918 - val_loss: 0.5448 - val_acc: 0.9100
Epoch 191/200
1/39 [..............................]
- ETA: 5s - loss: 0.0039 - acc: 1.0000
2/39 [>.............................]
- ETA: 5s - loss: 0.0153 - acc: 0.9922
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- ETA: 7s - loss: 0.0169 - acc: 0.9922
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- ETA: 8s - loss: 0.0170 - acc: 0.9922
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- ETA: 9s - loss: 0.0194 - acc: 0.9922
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- ETA: 9s - loss: 0.0180 - acc: 0.9922
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- ETA: 9s - loss: 0.0209 - acc: 0.9911
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- ETA: 9s - loss: 0.0218 - acc: 0.9902
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- ETA: 9s - loss: 0.0221 - acc: 0.9896
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- ETA: 9s - loss: 0.0227 - acc: 0.9891
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- ETA: 9s - loss: 0.0275 - acc: 0.9865
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- ETA: 8s - loss: 0.0262 - acc: 0.9876
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- ETA: 8s - loss: 0.0290 - acc: 0.9868
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- ETA: 8s - loss: 0.0289 - acc: 0.9872
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- ETA: 8s - loss: 0.0322 - acc: 0.9865
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- ETA: 7s - loss: 0.0309 - acc: 0.9868
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- ETA: 7s - loss: 0.0295 - acc: 0.9876
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- ETA: 7s - loss: 0.0346 - acc: 0.9865
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- ETA: 6s - loss: 0.0341 - acc: 0.9868
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- ETA: 6s - loss: 0.0328 - acc: 0.9875
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- ETA: 6s - loss: 0.0320 - acc: 0.9877
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- ETA: 5s - loss: 0.0335 - acc: 0.9872
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- ETA: 5s - loss: 0.0362 - acc: 0.9870
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- ETA: 5s - loss: 0.0356 - acc: 0.9869
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- ETA: 4s - loss: 0.0348 - acc: 0.9871
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- ETA: 4s - loss: 0.0343 - acc: 0.9873
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- ETA: 4s - loss: 0.0332 - acc: 0.9878
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- ETA: 3s - loss: 0.0326 - acc: 0.9879
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- ETA: 3s - loss: 0.0335 - acc: 0.9875
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- ETA: 3s - loss: 0.0354 - acc: 0.9874
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- ETA: 2s - loss: 0.0347 - acc: 0.9878
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- ETA: 2s - loss: 0.0356 - acc: 0.9877
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- ETA: 2s - loss: 0.0381 - acc: 0.9869
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- ETA: 1s - loss: 0.0376 - acc: 0.9871
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- ETA: 1s - loss: 0.0374 - acc: 0.9870
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- ETA: 1s - loss: 0.0368 - acc: 0.9871
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- ETA: 0s - loss: 0.0363 - acc: 0.9873
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- ETA: 0s - loss: 0.0373 - acc: 0.9874
128/878 [===>..........................]
- ETA: 0s - loss: 0.3448 - acc: 0.9297
256/878 [=======>......................]
- ETA: 0s - loss: 0.4353 - acc: 0.9219
384/878 [============>.................]
- ETA: 0s - loss: 0.5497 - acc: 0.9036
512/878 [================>.............]
- ETA: 0s - loss: 0.6271 - acc: 0.9004
640/878 [====================>.........]
- ETA: 0s - loss: 0.6012 - acc: 0.9016
768/878 [=========================>....]
- ETA: 0s - loss: 0.5799 - acc: 0.9023
878/878 [==============================]
- 1s 611us/sample - loss: 0.5586 - acc: 0.9032
39/39 [==============================]
- 14s 364ms/step - loss: 0.0367 - acc: 0.9877 - val_loss: 0.5560 - val_acc: 0.9032
Epoch 192/200
1/39 [..............................]
- ETA: 5s - loss: 0.0204 - acc: 0.9922
2/39 [>.............................]
- ETA: 5s - loss: 0.0587 - acc: 0.9844
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- ETA: 7s - loss: 0.0527 - acc: 0.9844
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- ETA: 8s - loss: 0.0418 - acc: 0.9883
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- ETA: 8s - loss: 0.0468 - acc: 0.9844
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- ETA: 8s - loss: 0.0538 - acc: 0.9831
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- ETA: 8s - loss: 0.0472 - acc: 0.9855
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- ETA: 8s - loss: 0.0450 - acc: 0.9854
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- ETA: 8s - loss: 0.0446 - acc: 0.9852
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- ETA: 8s - loss: 0.0410 - acc: 0.9867
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- ETA: 8s - loss: 0.0373 - acc: 0.9879
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- ETA: 8s - loss: 0.0358 - acc: 0.9883
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- ETA: 7s - loss: 0.0347 - acc: 0.9886
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- ETA: 7s - loss: 0.0475 - acc: 0.9872
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- ETA: 7s - loss: 0.0463 - acc: 0.9875
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- ETA: 7s - loss: 0.0456 - acc: 0.9873
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- ETA: 6s - loss: 0.0450 - acc: 0.9871
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- ETA: 6s - loss: 0.0451 - acc: 0.9865
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- ETA: 5s - loss: 0.0462 - acc: 0.9863
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- ETA: 5s - loss: 0.0437 - acc: 0.9869
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- ETA: 4s - loss: 0.0416 - acc: 0.9875
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- ETA: 4s - loss: 0.0414 - acc: 0.9871
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- ETA: 3s - loss: 0.0412 - acc: 0.9870
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- ETA: 3s - loss: 0.0405 - acc: 0.9874
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- ETA: 3s - loss: 0.0396 - acc: 0.9879
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- ETA: 2s - loss: 0.0392 - acc: 0.9880
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- ETA: 2s - loss: 0.0385 - acc: 0.9881
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- ETA: 0s - loss: 0.4141 - acc: 0.9375
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- ETA: 0s - loss: 0.5022 - acc: 0.9180
878/878 [==============================]
- 1s 652us/sample - loss: 0.4764 - acc: 0.9203
39/39 [==============================]
- 13s 339ms/step - loss: 0.0358 - acc: 0.9885 - val_loss: 0.4732 - val_acc: 0.9203
Epoch 193/200
1/39 [..............................]
- ETA: 5s - loss: 0.0377 - acc: 0.9922
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- ETA: 5s - loss: 0.0260 - acc: 0.9922
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- ETA: 8s - loss: 0.0197 - acc: 0.9948
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- ETA: 8s - loss: 0.0172 - acc: 0.9961
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- ETA: 9s - loss: 0.0141 - acc: 0.9969
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- ETA: 9s - loss: 0.0166 - acc: 0.9961
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- ETA: 9s - loss: 0.0208 - acc: 0.9955
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- ETA: 9s - loss: 0.0190 - acc: 0.9961
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- ETA: 9s - loss: 0.0170 - acc: 0.9965
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- ETA: 9s - loss: 0.0181 - acc: 0.9953
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- ETA: 8s - loss: 0.0177 - acc: 0.9950
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- ETA: 8s - loss: 0.0191 - acc: 0.9933
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- ETA: 7s - loss: 0.0190 - acc: 0.9927
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- ETA: 7s - loss: 0.0179 - acc: 0.9931
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- ETA: 0s - loss: 0.0190 - acc: 0.9934
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- ETA: 0s - loss: 0.0195 - acc: 0.9934
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- ETA: 0s - loss: 0.2673 - acc: 0.9375
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- ETA: 0s - loss: 0.4297 - acc: 0.9180
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- ETA: 0s - loss: 0.5715 - acc: 0.9062
878/878 [==============================]
- 1s 603us/sample - loss: 0.5318 - acc: 0.9100
39/39 [==============================]
- 14s 356ms/step - loss: 0.0211 - acc: 0.9930 - val_loss: 0.5269 - val_acc: 0.9100
Epoch 194/200
1/39 [..............................]
- ETA: 5s - loss: 0.0402 - acc: 0.9922
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- ETA: 5s - loss: 0.0517 - acc: 0.9883
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- ETA: 6s - loss: 0.0664 - acc: 0.9844
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- ETA: 8s - loss: 0.0547 - acc: 0.9818
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- ETA: 8s - loss: 0.0537 - acc: 0.9821
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- ETA: 8s - loss: 0.0479 - acc: 0.9844
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- ETA: 8s - loss: 0.0479 - acc: 0.9844
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- ETA: 8s - loss: 0.0443 - acc: 0.9859
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- ETA: 7s - loss: 0.0420 - acc: 0.9863
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- ETA: 6s - loss: 0.0398 - acc: 0.9871
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- ETA: 6s - loss: 0.0418 - acc: 0.9859
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- ETA: 3s - loss: 0.0411 - acc: 0.9860
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- ETA: 2s - loss: 0.0406 - acc: 0.9861
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- ETA: 1s - loss: 0.0386 - acc: 0.9866
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- ETA: 0s - loss: 0.0401 - acc: 0.9863
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- ETA: 0s - loss: 0.0390 - acc: 0.9866
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- ETA: 0s - loss: 0.0381 - acc: 0.9870
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- ETA: 0s - loss: 0.2469 - acc: 0.9297
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- ETA: 0s - loss: 0.4098 - acc: 0.9180
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- ETA: 0s - loss: 0.4509 - acc: 0.9141
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- ETA: 0s - loss: 0.5626 - acc: 0.9102
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- ETA: 0s - loss: 0.5493 - acc: 0.9078
768/878 [=========================>....]
- ETA: 0s - loss: 0.5499 - acc: 0.9115
878/878 [==============================]
- 1s 612us/sample - loss: 0.5201 - acc: 0.9146
39/39 [==============================]
- 13s 342ms/step - loss: 0.0381 - acc: 0.9871 - val_loss: 0.5165 - val_acc: 0.9146
Epoch 195/200
1/39 [..............................]
- ETA: 20s - loss: 0.0054 - acc: 1.0000
2/39 [>.............................]
- ETA: 16s - loss: 0.0087 - acc: 1.0000
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- ETA: 12s - loss: 0.0069 - acc: 1.0000
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- ETA: 10s - loss: 0.0120 - acc: 0.9980
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- ETA: 9s - loss: 0.0145 - acc: 0.9969
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- ETA: 10s - loss: 0.0133 - acc: 0.9961
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- ETA: 10s - loss: 0.0139 - acc: 0.9955
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- ETA: 9s - loss: 0.0131 - acc: 0.9951
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- ETA: 9s - loss: 0.0162 - acc: 0.9948
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- ETA: 9s - loss: 0.0191 - acc: 0.9945
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- ETA: 9s - loss: 0.0216 - acc: 0.9943
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- ETA: 9s - loss: 0.0202 - acc: 0.9948
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- ETA: 8s - loss: 0.0235 - acc: 0.9939
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- ETA: 8s - loss: 0.0224 - acc: 0.9943
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- ETA: 7s - loss: 0.0238 - acc: 0.9941
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- ETA: 7s - loss: 0.0242 - acc: 0.9935
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- ETA: 6s - loss: 0.0240 - acc: 0.9934
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- ETA: 6s - loss: 0.0232 - acc: 0.9937
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- ETA: 6s - loss: 0.0244 - acc: 0.9929
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- ETA: 4s - loss: 0.0273 - acc: 0.9925
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- ETA: 3s - loss: 0.0276 - acc: 0.9922
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- ETA: 3s - loss: 0.0280 - acc: 0.9914
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- ETA: 3s - loss: 0.0271 - acc: 0.9917
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- ETA: 2s - loss: 0.0268 - acc: 0.9917
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- ETA: 2s - loss: 0.0264 - acc: 0.9917
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- ETA: 2s - loss: 0.0270 - acc: 0.9917
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- ETA: 1s - loss: 0.0264 - acc: 0.9920
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- ETA: 1s - loss: 0.0276 - acc: 0.9917
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- ETA: 1s - loss: 0.0278 - acc: 0.9917
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- ETA: 0s - loss: 0.0288 - acc: 0.9911
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- ETA: 0s - loss: 0.0281 - acc: 0.9913
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- ETA: 0s - loss: 0.2563 - acc: 0.9531
256/878 [=======>......................]
- ETA: 0s - loss: 0.4155 - acc: 0.9336
384/878 [============>.................]
- ETA: 0s - loss: 0.5182 - acc: 0.9245
512/878 [================>.............]
- ETA: 0s - loss: 0.6005 - acc: 0.9199
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- ETA: 0s - loss: 0.5612 - acc: 0.9187
768/878 [=========================>....]
- ETA: 0s - loss: 0.5624 - acc: 0.9167
878/878 [==============================]
- 1s 611us/sample - loss: 0.5372 - acc: 0.9169
39/39 [==============================]
- 14s 361ms/step - loss: 0.0276 - acc: 0.9916 - val_loss: 0.5341 - val_acc: 0.9169
Epoch 196/200
1/39 [..............................]
- ETA: 19s - loss: 0.0197 - acc: 0.9922
2/39 [>.............................]
- ETA: 18s - loss: 0.0213 - acc: 0.9883
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- ETA: 14s - loss: 0.0197 - acc: 0.9896
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- ETA: 11s - loss: 0.0225 - acc: 0.9883
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- ETA: 10s - loss: 0.0290 - acc: 0.9875
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- ETA: 9s - loss: 0.0259 - acc: 0.9883
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- ETA: 8s - loss: 0.0287 - acc: 0.9877
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- ETA: 8s - loss: 0.0257 - acc: 0.9893
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- ETA: 8s - loss: 0.0243 - acc: 0.9896
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- ETA: 8s - loss: 0.0288 - acc: 0.9891
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- ETA: 8s - loss: 0.0293 - acc: 0.9879
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- ETA: 8s - loss: 0.0292 - acc: 0.9876
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- ETA: 7s - loss: 0.0276 - acc: 0.9886
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- ETA: 7s - loss: 0.0275 - acc: 0.9888
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- ETA: 7s - loss: 0.0262 - acc: 0.9896
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- ETA: 7s - loss: 0.0274 - acc: 0.9888
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- ETA: 6s - loss: 0.0263 - acc: 0.9894
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- ETA: 6s - loss: 0.0276 - acc: 0.9896
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- ETA: 6s - loss: 0.0279 - acc: 0.9897
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- ETA: 6s - loss: 0.0280 - acc: 0.9895
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- ETA: 5s - loss: 0.0283 - acc: 0.9896
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- ETA: 5s - loss: 0.0291 - acc: 0.9897
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- ETA: 5s - loss: 0.0393 - acc: 0.9874
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- ETA: 4s - loss: 0.0395 - acc: 0.9873
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- ETA: 4s - loss: 0.0400 - acc: 0.9875
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- ETA: 4s - loss: 0.0463 - acc: 0.9865
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- ETA: 3s - loss: 0.0461 - acc: 0.9861
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- ETA: 3s - loss: 0.0457 - acc: 0.9860
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- ETA: 3s - loss: 0.0450 - acc: 0.9865
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- ETA: 2s - loss: 0.0452 - acc: 0.9864
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- ETA: 2s - loss: 0.0443 - acc: 0.9866
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- ETA: 2s - loss: 0.0437 - acc: 0.9868
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- ETA: 1s - loss: 0.0452 - acc: 0.9860
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- ETA: 1s - loss: 0.0459 - acc: 0.9859
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- ETA: 1s - loss: 0.0453 - acc: 0.9861
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- ETA: 0s - loss: 0.0456 - acc: 0.9858
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- ETA: 0s - loss: 0.0455 - acc: 0.9856
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- ETA: 0s - loss: 0.0450 - acc: 0.9858
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- ETA: 0s - loss: 0.2122 - acc: 0.9453
256/878 [=======>......................]
- ETA: 0s - loss: 0.3812 - acc: 0.9219
384/878 [============>.................]
- ETA: 0s - loss: 0.4196 - acc: 0.9193
512/878 [================>.............]
- ETA: 0s - loss: 0.4888 - acc: 0.9180
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- ETA: 0s - loss: 0.5094 - acc: 0.9141
768/878 [=========================>....]
- ETA: 0s - loss: 0.5161 - acc: 0.9154
878/878 [==============================]
- 1s 1ms/sample - loss: 0.4954 - acc: 0.9169
39/39 [==============================]
- 14s 349ms/step - loss: 0.0440 - acc: 0.9861 - val_loss: 0.4929 - val_acc: 0.9169
Epoch 197/200
1/39 [..............................]
- ETA: 7s - loss: 0.1156 - acc: 0.9688
2/39 [>.............................]
- ETA: 6s - loss: 0.0681 - acc: 0.9805
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- ETA: 6s - loss: 0.0602 - acc: 0.9818
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- ETA: 6s - loss: 0.0496 - acc: 0.9863
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- ETA: 6s - loss: 0.0701 - acc: 0.9797
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- ETA: 7s - loss: 0.0672 - acc: 0.9779
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- ETA: 7s - loss: 0.0621 - acc: 0.9799
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- ETA: 7s - loss: 0.0588 - acc: 0.9805
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- ETA: 7s - loss: 0.0539 - acc: 0.9826
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- ETA: 7s - loss: 0.0527 - acc: 0.9833
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- ETA: 7s - loss: 0.0514 - acc: 0.9834
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- ETA: 7s - loss: 0.0488 - acc: 0.9842
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- ETA: 7s - loss: 0.0486 - acc: 0.9848
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- ETA: 7s - loss: 0.0507 - acc: 0.9842
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- ETA: 7s - loss: 0.0499 - acc: 0.9842
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- ETA: 6s - loss: 0.0504 - acc: 0.9832
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- ETA: 6s - loss: 0.0484 - acc: 0.9838
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- ETA: 6s - loss: 0.0466 - acc: 0.9842
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- ETA: 6s - loss: 0.0444 - acc: 0.9851
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- ETA: 5s - loss: 0.0427 - acc: 0.9858
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- ETA: 5s - loss: 0.0425 - acc: 0.9861
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- ETA: 5s - loss: 0.0416 - acc: 0.9861
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- ETA: 5s - loss: 0.0411 - acc: 0.9860
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- ETA: 4s - loss: 0.0400 - acc: 0.9862
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- ETA: 4s - loss: 0.0407 - acc: 0.9865
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- ETA: 4s - loss: 0.0437 - acc: 0.9864
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- ETA: 3s - loss: 0.0435 - acc: 0.9860
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- ETA: 3s - loss: 0.0425 - acc: 0.9863
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- ETA: 3s - loss: 0.0419 - acc: 0.9862
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- ETA: 2s - loss: 0.0406 - acc: 0.9867
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- ETA: 2s - loss: 0.0401 - acc: 0.9868
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- ETA: 2s - loss: 0.0400 - acc: 0.9868
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- ETA: 1s - loss: 0.0394 - acc: 0.9869
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- ETA: 1s - loss: 0.0392 - acc: 0.9871
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- ETA: 0s - loss: 0.0376 - acc: 0.9878
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- ETA: 0s - loss: 0.0367 - acc: 0.9881
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- ETA: 0s - loss: 0.0361 - acc: 0.9884
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- ETA: 0s - loss: 0.2565 - acc: 0.9297
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- ETA: 0s - loss: 0.3984 - acc: 0.9102
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- ETA: 0s - loss: 0.4958 - acc: 0.9094
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- ETA: 0s - loss: 0.4840 - acc: 0.9141
878/878 [==============================]
- 1s 637us/sample - loss: 0.4559 - acc: 0.9191
39/39 [==============================]
- 13s 346ms/step - loss: 0.0357 - acc: 0.9885 - val_loss: 0.4525 - val_acc: 0.9191
Epoch 198/200
1/39 [..............................]
- ETA: 5s - loss: 0.0313 - acc: 0.9844
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- ETA: 5s - loss: 0.0389 - acc: 0.9844
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- ETA: 6s - loss: 0.0314 - acc: 0.9870
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- ETA: 7s - loss: 0.0270 - acc: 0.9883
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- ETA: 8s - loss: 0.0257 - acc: 0.9891
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- ETA: 8s - loss: 0.0222 - acc: 0.9909
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- ETA: 8s - loss: 0.0201 - acc: 0.9920
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- ETA: 8s - loss: 0.0179 - acc: 0.9930
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- ETA: 8s - loss: 0.0163 - acc: 0.9938
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- ETA: 8s - loss: 0.0175 - acc: 0.9937
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- ETA: 8s - loss: 0.0188 - acc: 0.9921
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- ETA: 7s - loss: 0.0176 - acc: 0.9927
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- ETA: 7s - loss: 0.0170 - acc: 0.9933
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- ETA: 7s - loss: 0.0168 - acc: 0.9932
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- ETA: 7s - loss: 0.0179 - acc: 0.9932
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- ETA: 7s - loss: 0.0171 - acc: 0.9936
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- ETA: 6s - loss: 0.0169 - acc: 0.9938
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- ETA: 5s - loss: 0.0191 - acc: 0.9933
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- ETA: 0s - loss: 0.0181 - acc: 0.9939
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- ETA: 0s - loss: 0.0179 - acc: 0.9940
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- ETA: 0s - loss: 0.2790 - acc: 0.9375
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- ETA: 0s - loss: 0.4364 - acc: 0.9141
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- ETA: 0s - loss: 0.5145 - acc: 0.9154
878/878 [==============================]
- 1s 635us/sample - loss: 0.4767 - acc: 0.9191
39/39 [==============================]
- 13s 337ms/step - loss: 0.0175 - acc: 0.9942 - val_loss: 0.4721 - val_acc: 0.9191
Epoch 199/200
1/39 [..............................]
- ETA: 5s - loss: 0.0260 - acc: 0.9844
2/39 [>.............................]
- ETA: 5s - loss: 0.0199 - acc: 0.9883
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- ETA: 7s - loss: 0.0228 - acc: 0.9896
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- ETA: 8s - loss: 0.0180 - acc: 0.9922
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- ETA: 8s - loss: 0.0179 - acc: 0.9936
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- ETA: 9s - loss: 0.0199 - acc: 0.9933
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- ETA: 9s - loss: 0.0176 - acc: 0.9943
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- ETA: 9s - loss: 0.0164 - acc: 0.9950
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- ETA: 8s - loss: 0.0155 - acc: 0.9956
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- ETA: 8s - loss: 0.0140 - acc: 0.9960
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- ETA: 8s - loss: 0.0164 - acc: 0.9950
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- ETA: 8s - loss: 0.0162 - acc: 0.9945
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- ETA: 7s - loss: 0.0195 - acc: 0.9947
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- ETA: 7s - loss: 0.0214 - acc: 0.9941
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- ETA: 3s - loss: 0.0204 - acc: 0.9941
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- ETA: 2s - loss: 0.0214 - acc: 0.9934
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- ETA: 1s - loss: 0.0234 - acc: 0.9932
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- ETA: 0s - loss: 0.0238 - acc: 0.9930
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- ETA: 0s - loss: 0.0242 - acc: 0.9930
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- ETA: 0s - loss: 0.2189 - acc: 0.9453
256/878 [=======>......................]
- ETA: 0s - loss: 0.3934 - acc: 0.9219
384/878 [============>.................]
- ETA: 0s - loss: 0.4118 - acc: 0.9219
512/878 [================>.............]
- ETA: 0s - loss: 0.5118 - acc: 0.9180
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- ETA: 0s - loss: 0.5249 - acc: 0.9109
768/878 [=========================>....]
- ETA: 0s - loss: 0.5127 - acc: 0.9141
878/878 [==============================]
- 1s 616us/sample - loss: 0.4807 - acc: 0.9180
39/39 [==============================]
- 14s 353ms/step - loss: 0.0241 - acc: 0.9930 - val_loss: 0.4768 - val_acc: 0.9180
Epoch 200/200
1/39 [..............................]
- ETA: 5s - loss: 0.0066 - acc: 1.0000
2/39 [>.............................]
- ETA: 5s - loss: 0.0073 - acc: 1.0000
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- ETA: 7s - loss: 0.0060 - acc: 1.0000
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- ETA: 8s - loss: 0.0089 - acc: 0.9980
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- ETA: 8s - loss: 0.0088 - acc: 0.9984
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- ETA: 8s - loss: 0.0100 - acc: 0.9974
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- ETA: 8s - loss: 0.0108 - acc: 0.9967
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- ETA: 8s - loss: 0.0126 - acc: 0.9961
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- ETA: 8s - loss: 0.0115 - acc: 0.9965
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- ETA: 8s - loss: 0.0120 - acc: 0.9961
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- ETA: 8s - loss: 0.0124 - acc: 0.9957
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- ETA: 8s - loss: 0.0114 - acc: 0.9961
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- ETA: 8s - loss: 0.0154 - acc: 0.9952
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- ETA: 7s - loss: 0.0148 - acc: 0.9955
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- ETA: 7s - loss: 0.0146 - acc: 0.9953
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- ETA: 7s - loss: 0.0140 - acc: 0.9956
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- ETA: 6s - loss: 0.0134 - acc: 0.9959
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- ETA: 6s - loss: 0.0175 - acc: 0.9948
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- ETA: 6s - loss: 0.0194 - acc: 0.9942
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- ETA: 6s - loss: 0.0186 - acc: 0.9945
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- ETA: 5s - loss: 0.0192 - acc: 0.9940
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- ETA: 3s - loss: 0.0205 - acc: 0.9936
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- ETA: 3s - loss: 0.0232 - acc: 0.9925
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- ETA: 3s - loss: 0.0226 - acc: 0.9927
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- ETA: 2s - loss: 0.0223 - acc: 0.9930
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- ETA: 2s - loss: 0.0234 - acc: 0.9921
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- ETA: 2s - loss: 0.0231 - acc: 0.9922
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- ETA: 1s - loss: 0.0226 - acc: 0.9924
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- ETA: 1s - loss: 0.0223 - acc: 0.9924
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- ETA: 1s - loss: 0.0219 - acc: 0.9926
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- ETA: 0s - loss: 0.0216 - acc: 0.9928
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- ETA: 0s - loss: 0.0211 - acc: 0.9930
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- ETA: 0s - loss: 0.0211 - acc: 0.9930
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- ETA: 0s - loss: 0.2060 - acc: 0.9531
256/878 [=======>......................]
- ETA: 0s - loss: 0.3954 - acc: 0.9258
384/878 [============>.................]
- ETA: 0s - loss: 0.4517 - acc: 0.9193
512/878 [================>.............]
- ETA: 0s - loss: 0.5048 - acc: 0.9160
640/878 [====================>.........]
- ETA: 0s - loss: 0.4857 - acc: 0.9156
768/878 [=========================>....]
- ETA: 0s - loss: 0.4802 - acc: 0.9128
878/878 [==============================]
- 1s 617us/sample - loss: 0.4546 - acc: 0.9157
39/39 [==============================]
- 13s 345ms/step - loss: 0.0208 - acc: 0.9932 - val_loss: 0.4515 - val_acc: 0.9157
Epoch 1/100
1/39 [..............................]
- ETA: 22s - loss: 1.5969 - acc: 0.3203
2/39 [>.............................]
- ETA: 14s - loss: 5.5613 - acc: 0.3008
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- ETA: 11s - loss: 4.6871 - acc: 0.2917
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- ETA: 9s - loss: 3.9243 - acc: 0.2676
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- ETA: 8s - loss: 3.4614 - acc: 0.2391
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- ETA: 7s - loss: 3.1519 - acc: 0.2396
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- ETA: 7s - loss: 2.9270 - acc: 0.2444
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- ETA: 6s - loss: 2.7586 - acc: 0.2451
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- ETA: 6s - loss: 2.6296 - acc: 0.2465
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- ETA: 5s - loss: 2.5217 - acc: 0.2492
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- ETA: 5s - loss: 2.4364 - acc: 0.2521
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- ETA: 5s - loss: 2.3627 - acc: 0.2520
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- ETA: 5s - loss: 2.3024 - acc: 0.2476
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- ETA: 5s - loss: 2.2467 - acc: 0.2478
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- ETA: 5s - loss: 2.1975 - acc: 0.2479
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- ETA: 5s - loss: 2.1519 - acc: 0.2490
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- ETA: 5s - loss: 2.1099 - acc: 0.2532
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- ETA: 5s - loss: 2.0709 - acc: 0.2556
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- ETA: 5s - loss: 2.0348 - acc: 0.2669
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- ETA: 5s - loss: 1.9993 - acc: 0.2734
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- ETA: 4s - loss: 1.9660 - acc: 0.2820
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- ETA: 4s - loss: 1.9378 - acc: 0.2876
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- ETA: 4s - loss: 1.9113 - acc: 0.2918
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- ETA: 4s - loss: 1.8866 - acc: 0.2959
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- ETA: 3s - loss: 1.8654 - acc: 0.2981
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- ETA: 3s - loss: 1.8456 - acc: 0.3029
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- ETA: 3s - loss: 1.8221 - acc: 0.3093
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- ETA: 3s - loss: 1.8024 - acc: 0.3100
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- ETA: 2s - loss: 1.7807 - acc: 0.3146
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- ETA: 2s - loss: 1.7617 - acc: 0.3172
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- ETA: 2s - loss: 1.7463 - acc: 0.3216
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- ETA: 2s - loss: 1.7264 - acc: 0.3272
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- ETA: 1s - loss: 1.7076 - acc: 0.3317
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- ETA: 1s - loss: 1.6929 - acc: 0.3381
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- ETA: 1s - loss: 1.6784 - acc: 0.3423
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- ETA: 0s - loss: 1.6637 - acc: 0.3465
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- ETA: 0s - loss: 1.6485 - acc: 0.3515
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- ETA: 0s - loss: 1.6324 - acc: 0.3583
128/878 [===>..........................]
- ETA: 1s - loss: 1.1738 - acc: 0.4922
256/878 [=======>......................]
- ETA: 0s - loss: 1.1663 - acc: 0.4922
384/878 [============>.................]
- ETA: 0s - loss: 1.1806 - acc: 0.4557
512/878 [================>.............]
- ETA: 0s - loss: 1.1892 - acc: 0.4492
640/878 [====================>.........]
- ETA: 0s - loss: 1.1991 - acc: 0.4469
768/878 [=========================>....]
- ETA: 0s - loss: 1.2010 - acc: 0.4401
878/878 [==============================]
- 1s 826us/sample - loss: 1.2016 - acc: 0.4431
39/39 [==============================]
- 13s 325ms/step - loss: 1.6203 - acc: 0.3616 - val_loss: 1.2016 - val_acc: 0.4431
Epoch 2/100
1/39 [..............................]
- ETA: 6s - loss: 0.9462 - acc: 0.7109
2/39 [>.............................]
- ETA: 6s - loss: 0.9154 - acc: 0.6758
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- ETA: 6s - loss: 0.9179 - acc: 0.6536
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- ETA: 7s - loss: 0.9146 - acc: 0.6484
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- ETA: 8s - loss: 0.9129 - acc: 0.6578
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- ETA: 8s - loss: 0.9250 - acc: 0.6549
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- ETA: 8s - loss: 0.9565 - acc: 0.6451
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- ETA: 8s - loss: 0.9865 - acc: 0.6221
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- ETA: 8s - loss: 0.9841 - acc: 0.6155
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- ETA: 8s - loss: 0.9829 - acc: 0.6117
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- ETA: 8s - loss: 0.9800 - acc: 0.6108
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- ETA: 8s - loss: 0.9778 - acc: 0.6107
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- ETA: 7s - loss: 0.9756 - acc: 0.6118
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- ETA: 7s - loss: 0.9806 - acc: 0.6083
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- ETA: 7s - loss: 0.9804 - acc: 0.6047
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- ETA: 7s - loss: 0.9748 - acc: 0.6055
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- ETA: 7s - loss: 0.9726 - acc: 0.6080
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- ETA: 6s - loss: 0.9666 - acc: 0.6150
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- ETA: 6s - loss: 0.9618 - acc: 0.6217
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- ETA: 6s - loss: 0.9536 - acc: 0.6285
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- ETA: 5s - loss: 0.9473 - acc: 0.6321
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- ETA: 5s - loss: 0.9409 - acc: 0.6332
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- ETA: 5s - loss: 0.9375 - acc: 0.6352
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- ETA: 4s - loss: 0.9317 - acc: 0.6397
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- ETA: 4s - loss: 0.9209 - acc: 0.6435
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- ETA: 3s - loss: 0.9092 - acc: 0.6456
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- ETA: 3s - loss: 0.9026 - acc: 0.6477
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- ETA: 3s - loss: 0.8998 - acc: 0.6483
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- ETA: 2s - loss: 0.8936 - acc: 0.6506
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- ETA: 2s - loss: 0.8841 - acc: 0.6548
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- ETA: 2s - loss: 0.8819 - acc: 0.6556
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- ETA: 1s - loss: 0.8826 - acc: 0.6559
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- ETA: 1s - loss: 0.8713 - acc: 0.6614
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- ETA: 1s - loss: 0.8684 - acc: 0.6629
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- ETA: 0s - loss: 0.8663 - acc: 0.6655
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- ETA: 0s - loss: 0.8651 - acc: 0.6665
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- ETA: 0s - loss: 0.8609 - acc: 0.6685
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- ETA: 0s - loss: 1.1788 - acc: 0.5625
256/878 [=======>......................]
- ETA: 0s - loss: 1.0420 - acc: 0.6172
384/878 [============>.................]
- ETA: 0s - loss: 1.1021 - acc: 0.5990
512/878 [================>.............]
- ETA: 0s - loss: 1.1224 - acc: 0.5840
640/878 [====================>.........]
- ETA: 0s - loss: 1.1368 - acc: 0.5891
768/878 [=========================>....]
- ETA: 0s - loss: 1.1633 - acc: 0.5859
878/878 [==============================]
- 1s 620us/sample - loss: 1.1532 - acc: 0.5923
39/39 [==============================]
- 14s 348ms/step - loss: 0.8611 - acc: 0.6678 - val_loss: 1.1519 - val_acc: 0.5923
Epoch 3/100
1/39 [..............................]
- ETA: 5s - loss: 0.7518 - acc: 0.7188
2/39 [>.............................]
- ETA: 6s - loss: 0.7002 - acc: 0.7383
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- ETA: 7s - loss: 0.6998 - acc: 0.7292
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878/878 [==============================]
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39/39 [==============================]
- 14s 353ms/step - loss: 0.6057 - acc: 0.7800 - val_loss: 1.4520 - val_acc: 0.6264
Epoch 4/100
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878/878 [==============================]
- 1s 854us/sample - loss: 1.1278 - acc: 0.6298
39/39 [==============================]
- 14s 350ms/step - loss: 0.5479 - acc: 0.7985 - val_loss: 1.1604 - val_acc: 0.6298
Epoch 5/100
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- ETA: 0s - loss: 1.3387 - acc: 0.6068
878/878 [==============================]
- 1s 596us/sample - loss: 1.3203 - acc: 0.6093
39/39 [==============================]
- 14s 356ms/step - loss: 0.4930 - acc: 0.8144 - val_loss: 1.3181 - val_acc: 0.6093
Epoch 6/100
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- ETA: 5s - loss: 0.3647 - acc: 0.8516
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- ETA: 0s - loss: 0.4340 - acc: 0.8442
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- ETA: 0s - loss: 1.9116 - acc: 0.6198
878/878 [==============================]
- 1s 845us/sample - loss: 1.8887 - acc: 0.6230
39/39 [==============================]
- 14s 351ms/step - loss: 0.4345 - acc: 0.8444 - val_loss: 1.8858 - val_acc: 0.6230
Epoch 7/100
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- ETA: 6s - loss: 0.3766 - acc: 0.8516
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- ETA: 0s - loss: 0.3996 - acc: 0.8561
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- ETA: 0s - loss: 0.3993 - acc: 0.8563
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- ETA: 0s - loss: 0.9517 - acc: 0.6953
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- ETA: 0s - loss: 1.0761 - acc: 0.6734
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- ETA: 0s - loss: 1.1034 - acc: 0.6615
878/878 [==============================]
- 1s 696us/sample - loss: 1.0794 - acc: 0.6617
39/39 [==============================]
- 14s 356ms/step - loss: 0.4006 - acc: 0.8564 - val_loss: 1.0765 - val_acc: 0.6617
Epoch 8/100
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- ETA: 19s - loss: 0.3085 - acc: 0.8906
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878/878 [==============================]
- 1s 617us/sample - loss: 1.4800 - acc: 0.6207
39/39 [==============================]
- 13s 345ms/step - loss: 0.4216 - acc: 0.8458 - val_loss: 1.4780 - val_acc: 0.6207
Epoch 9/100
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- ETA: 6s - loss: 0.3740 - acc: 0.8750
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- ETA: 6s - loss: 0.4020 - acc: 0.8633
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878/878 [==============================]
- 1s 601us/sample - loss: 0.9993 - acc: 0.6913
39/39 [==============================]
- 14s 362ms/step - loss: 0.3912 - acc: 0.8590 - val_loss: 0.9972 - val_acc: 0.6913
Epoch 10/100
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- ETA: 5s - loss: 0.2973 - acc: 0.8906
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- ETA: 5s - loss: 0.3191 - acc: 0.8828
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- ETA: 0s - loss: 0.8863 - acc: 0.7214
878/878 [==============================]
- 1s 974us/sample - loss: 0.8665 - acc: 0.7255
39/39 [==============================]
- 14s 350ms/step - loss: 0.3645 - acc: 0.8627 - val_loss: 0.8640 - val_acc: 0.7255
Epoch 11/100
1/39 [..............................]
- ETA: 7s - loss: 0.3101 - acc: 0.8906
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- ETA: 7s - loss: 0.3189 - acc: 0.8750
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- ETA: 1s - loss: 0.3145 - acc: 0.8806
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- ETA: 0s - loss: 0.3120 - acc: 0.8815
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- ETA: 0s - loss: 0.3142 - acc: 0.8809
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- ETA: 0s - loss: 0.5924 - acc: 0.7656
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- ETA: 0s - loss: 0.5400 - acc: 0.8086
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- ETA: 0s - loss: 0.6237 - acc: 0.8021
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- ETA: 0s - loss: 0.6113 - acc: 0.8008
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- ETA: 0s - loss: 0.6062 - acc: 0.7922
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- ETA: 0s - loss: 0.6329 - acc: 0.7760
878/878 [==============================]
- 1s 602us/sample - loss: 0.6185 - acc: 0.7768
39/39 [==============================]
- 14s 350ms/step - loss: 0.3153 - acc: 0.8812 - val_loss: 0.6167 - val_acc: 0.7768
Epoch 12/100
1/39 [..............................]
- ETA: 5s - loss: 0.2989 - acc: 0.9062
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- ETA: 5s - loss: 0.2722 - acc: 0.8945
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- ETA: 7s - loss: 0.2994 - acc: 0.8828
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- ETA: 9s - loss: 0.3059 - acc: 0.8772
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- ETA: 8s - loss: 0.3229 - acc: 0.8758
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- ETA: 0s - loss: 0.3350 - acc: 0.8734
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- ETA: 0s - loss: 0.3367 - acc: 0.8720
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- ETA: 0s - loss: 0.5061 - acc: 0.8125
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- ETA: 0s - loss: 0.4924 - acc: 0.8320
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- ETA: 0s - loss: 0.5280 - acc: 0.8255
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- ETA: 0s - loss: 0.5203 - acc: 0.8203
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- ETA: 0s - loss: 0.5287 - acc: 0.8234
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- ETA: 0s - loss: 0.5576 - acc: 0.8047
878/878 [==============================]
- 1s 630us/sample - loss: 0.5402 - acc: 0.8098
39/39 [==============================]
- 13s 338ms/step - loss: 0.3363 - acc: 0.8723 - val_loss: 0.5381 - val_acc: 0.8098
Epoch 13/100
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- ETA: 6s - loss: 0.3558 - acc: 0.8984
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- ETA: 6s - loss: 0.3595 - acc: 0.8867
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- ETA: 8s - loss: 0.3038 - acc: 0.9010
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- ETA: 9s - loss: 0.3091 - acc: 0.9031
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- ETA: 9s - loss: 0.3173 - acc: 0.8958
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878/878 [==============================]
- 1s 607us/sample - loss: 0.7293 - acc: 0.7540
39/39 [==============================]
- 14s 353ms/step - loss: 0.2885 - acc: 0.8926 - val_loss: 0.7281 - val_acc: 0.7540
Epoch 14/100
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- ETA: 7s - loss: 0.2797 - acc: 0.8750
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- ETA: 8s - loss: 0.2791 - acc: 0.8750
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878/878 [==============================]
- 1s 675us/sample - loss: 0.3609 - acc: 0.8770
39/39 [==============================]
- 13s 343ms/step - loss: 0.2657 - acc: 0.8964 - val_loss: 0.3599 - val_acc: 0.8770
Epoch 15/100
1/39 [..............................]
- ETA: 7s - loss: 0.2727 - acc: 0.8672
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- ETA: 6s - loss: 0.2094 - acc: 0.9062
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- ETA: 0s - loss: 0.5858 - acc: 0.8034
878/878 [==============================]
- 1s 615us/sample - loss: 0.5757 - acc: 0.8030
39/39 [==============================]
- 14s 361ms/step - loss: 0.2376 - acc: 0.9153 - val_loss: 0.5744 - val_acc: 0.8030
Epoch 16/100
1/39 [..............................]
- ETA: 5s - loss: 0.2033 - acc: 0.9297
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- ETA: 5s - loss: 0.1870 - acc: 0.9336
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- ETA: 7s - loss: 0.2219 - acc: 0.9141
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- ETA: 7s - loss: 0.2546 - acc: 0.9111
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- ETA: 0s - loss: 0.2494 - acc: 0.9086
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- ETA: 0s - loss: 0.2490 - acc: 0.9082
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- ETA: 0s - loss: 0.4982 - acc: 0.8281
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- ETA: 0s - loss: 0.4533 - acc: 0.8516
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- ETA: 0s - loss: 0.5077 - acc: 0.8438
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- ETA: 0s - loss: 0.4907 - acc: 0.8457
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- ETA: 0s - loss: 0.4771 - acc: 0.8453
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- ETA: 0s - loss: 0.4994 - acc: 0.8359
878/878 [==============================]
- 1s 627us/sample - loss: 0.4868 - acc: 0.8383
39/39 [==============================]
- 13s 345ms/step - loss: 0.2475 - acc: 0.9085 - val_loss: 0.4853 - val_acc: 0.8383
Epoch 17/100
1/39 [..............................]
- ETA: 6s - loss: 0.2626 - acc: 0.9062
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- ETA: 6s - loss: 0.1890 - acc: 0.9297
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- ETA: 7s - loss: 0.2360 - acc: 0.9115
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- ETA: 9s - loss: 0.2369 - acc: 0.9128
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- ETA: 9s - loss: 0.2420 - acc: 0.9141
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- ETA: 7s - loss: 0.2241 - acc: 0.9164
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- ETA: 7s - loss: 0.2262 - acc: 0.9157
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- ETA: 7s - loss: 0.2234 - acc: 0.9170
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- ETA: 6s - loss: 0.2227 - acc: 0.9164
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- ETA: 6s - loss: 0.2235 - acc: 0.9163
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- ETA: 6s - loss: 0.2255 - acc: 0.9162
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- ETA: 2s - loss: 0.2162 - acc: 0.9210
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- ETA: 1s - loss: 0.2168 - acc: 0.9207
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- ETA: 0s - loss: 0.2183 - acc: 0.9197
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- ETA: 0s - loss: 0.2185 - acc: 0.9199
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- ETA: 0s - loss: 0.5086 - acc: 0.8281
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- ETA: 0s - loss: 0.4902 - acc: 0.8398
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- ETA: 0s - loss: 0.5457 - acc: 0.8359
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- ETA: 0s - loss: 0.5145 - acc: 0.8398
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- ETA: 0s - loss: 0.5232 - acc: 0.8375
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- ETA: 0s - loss: 0.5404 - acc: 0.8255
878/878 [==============================]
- 1s 604us/sample - loss: 0.5325 - acc: 0.8280
39/39 [==============================]
- 14s 357ms/step - loss: 0.2191 - acc: 0.9198 - val_loss: 0.5315 - val_acc: 0.8280
Epoch 18/100
1/39 [..............................]
- ETA: 5s - loss: 0.1562 - acc: 0.9297
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- ETA: 5s - loss: 0.1719 - acc: 0.9297
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- ETA: 6s - loss: 0.1994 - acc: 0.9245
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- ETA: 8s - loss: 0.2084 - acc: 0.9141
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- ETA: 8s - loss: 0.2179 - acc: 0.9156
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- ETA: 8s - loss: 0.2330 - acc: 0.9049
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- ETA: 8s - loss: 0.2277 - acc: 0.9085
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- ETA: 8s - loss: 0.2343 - acc: 0.9115
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- ETA: 8s - loss: 0.2290 - acc: 0.9141
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- ETA: 7s - loss: 0.2076 - acc: 0.9234
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- ETA: 7s - loss: 0.2044 - acc: 0.9253
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- ETA: 6s - loss: 0.2035 - acc: 0.9262
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- ETA: 6s - loss: 0.2023 - acc: 0.9276
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- ETA: 6s - loss: 0.1979 - acc: 0.9293
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- ETA: 0s - loss: 0.2103 - acc: 0.9235
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- ETA: 0s - loss: 0.2132 - acc: 0.9226
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- ETA: 0s - loss: 0.2133 - acc: 0.9224
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- ETA: 0s - loss: 0.5266 - acc: 0.8516
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- ETA: 0s - loss: 0.4949 - acc: 0.8594
384/878 [============>.................]
- ETA: 0s - loss: 0.5515 - acc: 0.8464
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- ETA: 0s - loss: 0.5415 - acc: 0.8477
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- ETA: 0s - loss: 0.5299 - acc: 0.8484
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- ETA: 0s - loss: 0.5571 - acc: 0.8372
878/878 [==============================]
- 1s 650us/sample - loss: 0.5409 - acc: 0.8405
39/39 [==============================]
- 14s 347ms/step - loss: 0.2118 - acc: 0.9228 - val_loss: 0.5389 - val_acc: 0.8405
Epoch 19/100
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- ETA: 5s - loss: 0.1275 - acc: 0.9375
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- ETA: 5s - loss: 0.1912 - acc: 0.9180
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- ETA: 6s - loss: 0.1750 - acc: 0.9271
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- ETA: 8s - loss: 0.1690 - acc: 0.9297
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- ETA: 8s - loss: 0.1648 - acc: 0.9281
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- ETA: 8s - loss: 0.1597 - acc: 0.9323
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- ETA: 8s - loss: 0.1542 - acc: 0.9375
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- ETA: 8s - loss: 0.1693 - acc: 0.9346
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- ETA: 8s - loss: 0.1669 - acc: 0.9366
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- ETA: 8s - loss: 0.1727 - acc: 0.9359
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- ETA: 8s - loss: 0.1800 - acc: 0.9347
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- ETA: 8s - loss: 0.1793 - acc: 0.9355
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- ETA: 8s - loss: 0.1784 - acc: 0.9357
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- ETA: 7s - loss: 0.1737 - acc: 0.9364
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- ETA: 7s - loss: 0.1852 - acc: 0.9333
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- ETA: 7s - loss: 0.1890 - acc: 0.9331
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- ETA: 7s - loss: 0.1874 - acc: 0.9338
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- ETA: 6s - loss: 0.1864 - acc: 0.9339
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- ETA: 6s - loss: 0.1878 - acc: 0.9324
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- ETA: 6s - loss: 0.1876 - acc: 0.9319
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- ETA: 5s - loss: 0.1890 - acc: 0.9311
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- ETA: 5s - loss: 0.1892 - acc: 0.9317
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- ETA: 5s - loss: 0.1902 - acc: 0.9306
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- ETA: 4s - loss: 0.1924 - acc: 0.9305
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- ETA: 4s - loss: 0.1916 - acc: 0.9305
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- ETA: 3s - loss: 0.1892 - acc: 0.9316
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- ETA: 3s - loss: 0.1919 - acc: 0.9310
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- ETA: 3s - loss: 0.1955 - acc: 0.9291
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- ETA: 3s - loss: 0.1960 - acc: 0.9291
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- ETA: 2s - loss: 0.1946 - acc: 0.9293
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- ETA: 2s - loss: 0.1942 - acc: 0.9291
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- ETA: 2s - loss: 0.2002 - acc: 0.9265
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- ETA: 1s - loss: 0.2010 - acc: 0.9264
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- ETA: 1s - loss: 0.1990 - acc: 0.9271
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- ETA: 1s - loss: 0.1974 - acc: 0.9277
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- ETA: 0s - loss: 0.1989 - acc: 0.9269
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- ETA: 0s - loss: 0.2003 - acc: 0.9257
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- ETA: 0s - loss: 0.3401 - acc: 0.8594
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- ETA: 0s - loss: 0.3247 - acc: 0.8711
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- ETA: 0s - loss: 0.3929 - acc: 0.8646
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- ETA: 0s - loss: 0.4166 - acc: 0.8691
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- ETA: 0s - loss: 0.4030 - acc: 0.8734
768/878 [=========================>....]
- ETA: 0s - loss: 0.4129 - acc: 0.8659
878/878 [==============================]
- 1s 647us/sample - loss: 0.3937 - acc: 0.8667
39/39 [==============================]
- 14s 354ms/step - loss: 0.2012 - acc: 0.9254 - val_loss: 0.3913 - val_acc: 0.8667
Epoch 20/100
1/39 [..............................]
- ETA: 5s - loss: 0.1227 - acc: 0.9609
2/39 [>.............................]
- ETA: 5s - loss: 0.1508 - acc: 0.9414
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- ETA: 6s - loss: 0.1547 - acc: 0.9397
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- ETA: 7s - loss: 0.2118 - acc: 0.9270
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- ETA: 8s - loss: 0.2040 - acc: 0.9291
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- ETA: 8s - loss: 0.1926 - acc: 0.9346
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- ETA: 8s - loss: 0.1937 - acc: 0.9339
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- ETA: 8s - loss: 0.2022 - acc: 0.9313
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- ETA: 8s - loss: 0.2010 - acc: 0.9312
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- ETA: 8s - loss: 0.1981 - acc: 0.9302
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- ETA: 8s - loss: 0.1973 - acc: 0.9287
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- ETA: 7s - loss: 0.2017 - acc: 0.9262
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- ETA: 7s - loss: 0.1980 - acc: 0.9289
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- ETA: 7s - loss: 0.2041 - acc: 0.9272
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- ETA: 7s - loss: 0.2053 - acc: 0.9269
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- ETA: 6s - loss: 0.2043 - acc: 0.9271
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- ETA: 6s - loss: 0.2117 - acc: 0.9230
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- ETA: 6s - loss: 0.2115 - acc: 0.9225
19/39 [=============>................]
- ETA: 6s - loss: 0.2129 - acc: 0.9208
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- ETA: 5s - loss: 0.2122 - acc: 0.9221
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- ETA: 5s - loss: 0.2127 - acc: 0.9217
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- ETA: 5s - loss: 0.2126 - acc: 0.9213
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- ETA: 5s - loss: 0.2115 - acc: 0.9224
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- ETA: 4s - loss: 0.2123 - acc: 0.9220
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- ETA: 4s - loss: 0.2138 - acc: 0.9214
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- ETA: 3s - loss: 0.2123 - acc: 0.9220
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- ETA: 3s - loss: 0.2142 - acc: 0.9212
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- ETA: 3s - loss: 0.2163 - acc: 0.9201
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- ETA: 2s - loss: 0.2173 - acc: 0.9204
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- ETA: 2s - loss: 0.2189 - acc: 0.9205
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- ETA: 2s - loss: 0.2214 - acc: 0.9193
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- ETA: 1s - loss: 0.2227 - acc: 0.9189
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- ETA: 1s - loss: 0.2192 - acc: 0.9204
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- ETA: 1s - loss: 0.2173 - acc: 0.9209
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- ETA: 0s - loss: 0.2160 - acc: 0.9218
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- ETA: 0s - loss: 0.2141 - acc: 0.9224
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- ETA: 0s - loss: 0.2138 - acc: 0.9224
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- ETA: 0s - loss: 0.3852 - acc: 0.8828
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- ETA: 0s - loss: 0.3565 - acc: 0.8867
384/878 [============>.................]
- ETA: 0s - loss: 0.3918 - acc: 0.8698
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- ETA: 0s - loss: 0.3957 - acc: 0.8711
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- ETA: 0s - loss: 0.3936 - acc: 0.8750
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- ETA: 0s - loss: 0.4147 - acc: 0.8620
878/878 [==============================]
- 1s 611us/sample - loss: 0.4026 - acc: 0.8622
39/39 [==============================]
- 13s 339ms/step - loss: 0.2134 - acc: 0.9222 - val_loss: 0.4012 - val_acc: 0.8622
Epoch 21/100
1/39 [..............................]
- ETA: 6s - loss: 0.2022 - acc: 0.9297
2/39 [>.............................]
- ETA: 6s - loss: 0.2704 - acc: 0.8984
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- ETA: 7s - loss: 0.2282 - acc: 0.9141
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- ETA: 8s - loss: 0.2198 - acc: 0.9160
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- ETA: 9s - loss: 0.2020 - acc: 0.9266
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- ETA: 9s - loss: 0.2008 - acc: 0.9258
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- ETA: 9s - loss: 0.2046 - acc: 0.9263
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- ETA: 9s - loss: 0.2041 - acc: 0.9297
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- ETA: 9s - loss: 0.2092 - acc: 0.9253
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- ETA: 9s - loss: 0.2086 - acc: 0.9266
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- ETA: 9s - loss: 0.2000 - acc: 0.9311
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- ETA: 8s - loss: 0.1960 - acc: 0.9316
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- ETA: 8s - loss: 0.2029 - acc: 0.9303
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- ETA: 8s - loss: 0.1985 - acc: 0.9302
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- ETA: 7s - loss: 0.1979 - acc: 0.9312
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- ETA: 7s - loss: 0.1900 - acc: 0.9346
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- ETA: 7s - loss: 0.1845 - acc: 0.9361
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- ETA: 6s - loss: 0.1845 - acc: 0.9353
19/39 [=============>................]
- ETA: 6s - loss: 0.1818 - acc: 0.9363
20/39 [==============>...............]
- ETA: 6s - loss: 0.1782 - acc: 0.9379
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- ETA: 6s - loss: 0.1784 - acc: 0.9371
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- ETA: 5s - loss: 0.1780 - acc: 0.9368
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- ETA: 5s - loss: 0.1769 - acc: 0.9372
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- ETA: 5s - loss: 0.1780 - acc: 0.9365
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- ETA: 4s - loss: 0.1774 - acc: 0.9366
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- ETA: 4s - loss: 0.1743 - acc: 0.9377
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- ETA: 4s - loss: 0.1741 - acc: 0.9372
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- ETA: 3s - loss: 0.1712 - acc: 0.9386
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- ETA: 3s - loss: 0.1715 - acc: 0.9383
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- ETA: 3s - loss: 0.1693 - acc: 0.9390
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- ETA: 2s - loss: 0.1726 - acc: 0.9387
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- ETA: 2s - loss: 0.1706 - acc: 0.9394
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- ETA: 2s - loss: 0.1707 - acc: 0.9394
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- ETA: 1s - loss: 0.1710 - acc: 0.9393
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- ETA: 1s - loss: 0.1690 - acc: 0.9399
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- ETA: 1s - loss: 0.1691 - acc: 0.9396
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- ETA: 0s - loss: 0.1714 - acc: 0.9389
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- ETA: 0s - loss: 0.1708 - acc: 0.9391
128/878 [===>..........................]
- ETA: 0s - loss: 0.6880 - acc: 0.7891
256/878 [=======>......................]
- ETA: 0s - loss: 0.5513 - acc: 0.8203
384/878 [============>.................]
- ETA: 0s - loss: 0.7026 - acc: 0.7865
512/878 [================>.............]
- ETA: 0s - loss: 0.7298 - acc: 0.7812
640/878 [====================>.........]
- ETA: 0s - loss: 0.7178 - acc: 0.7766
768/878 [=========================>....]
- ETA: 0s - loss: 0.7554 - acc: 0.7591
878/878 [==============================]
- 1s 596us/sample - loss: 0.7312 - acc: 0.7654
39/39 [==============================]
- 14s 359ms/step - loss: 0.1730 - acc: 0.9383 - val_loss: 0.7283 - val_acc: 0.7654
Epoch 22/100
1/39 [..............................]
- ETA: 6s - loss: 0.3292 - acc: 0.8594
2/39 [>.............................]
- ETA: 6s - loss: 0.2853 - acc: 0.8789
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- ETA: 7s - loss: 0.2779 - acc: 0.8906
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- ETA: 8s - loss: 0.2665 - acc: 0.9004
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- ETA: 9s - loss: 0.2964 - acc: 0.8938
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- ETA: 9s - loss: 0.2840 - acc: 0.8932
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- ETA: 9s - loss: 0.2642 - acc: 0.9007
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- ETA: 9s - loss: 0.2504 - acc: 0.9072
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- ETA: 8s - loss: 0.2466 - acc: 0.9062
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- ETA: 8s - loss: 0.2428 - acc: 0.9094
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- ETA: 8s - loss: 0.2371 - acc: 0.9119
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- ETA: 8s - loss: 0.2331 - acc: 0.9128
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- ETA: 8s - loss: 0.2293 - acc: 0.9147
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- ETA: 7s - loss: 0.2236 - acc: 0.9163
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- ETA: 7s - loss: 0.2205 - acc: 0.9167
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- ETA: 7s - loss: 0.2277 - acc: 0.9136
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- ETA: 7s - loss: 0.2305 - acc: 0.9127
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- ETA: 6s - loss: 0.2305 - acc: 0.9128
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- ETA: 6s - loss: 0.2292 - acc: 0.9145
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- ETA: 6s - loss: 0.2236 - acc: 0.9168
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- ETA: 5s - loss: 0.2203 - acc: 0.9167
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- ETA: 5s - loss: 0.2208 - acc: 0.9162
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- ETA: 5s - loss: 0.2206 - acc: 0.9151
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- ETA: 4s - loss: 0.2196 - acc: 0.9154
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- ETA: 4s - loss: 0.2203 - acc: 0.9162
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- ETA: 4s - loss: 0.2148 - acc: 0.9189
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- ETA: 3s - loss: 0.2110 - acc: 0.9201
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- ETA: 3s - loss: 0.2149 - acc: 0.9191
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- ETA: 3s - loss: 0.2169 - acc: 0.9186
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- ETA: 2s - loss: 0.2118 - acc: 0.9208
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- ETA: 2s - loss: 0.2111 - acc: 0.9209
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- ETA: 2s - loss: 0.2093 - acc: 0.9216
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- ETA: 1s - loss: 0.2074 - acc: 0.9223
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- ETA: 1s - loss: 0.2087 - acc: 0.9226
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- ETA: 1s - loss: 0.2055 - acc: 0.9241
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- ETA: 0s - loss: 0.2047 - acc: 0.9237
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- ETA: 0s - loss: 0.2036 - acc: 0.9237
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- ETA: 0s - loss: 0.2038 - acc: 0.9234
128/878 [===>..........................]
- ETA: 0s - loss: 0.5315 - acc: 0.8516
256/878 [=======>......................]
- ETA: 0s - loss: 0.4970 - acc: 0.8477
384/878 [============>.................]
- ETA: 0s - loss: 0.5472 - acc: 0.8438
512/878 [================>.............]
- ETA: 0s - loss: 0.5313 - acc: 0.8438
640/878 [====================>.........]
- ETA: 0s - loss: 0.5361 - acc: 0.8391
768/878 [=========================>....]
- ETA: 0s - loss: 0.5581 - acc: 0.8294
878/878 [==============================]
- 1s 616us/sample - loss: 0.5477 - acc: 0.8314
39/39 [==============================]
- 13s 346ms/step - loss: 0.2074 - acc: 0.9222 - val_loss: 0.5464 - val_acc: 0.8314
Epoch 23/100
1/39 [..............................]
- ETA: 6s - loss: 0.1032 - acc: 0.9609
2/39 [>.............................]
- ETA: 5s - loss: 0.1134 - acc: 0.9492
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- ETA: 7s - loss: 0.1117 - acc: 0.9505
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- ETA: 8s - loss: 0.1530 - acc: 0.9336
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- ETA: 8s - loss: 0.1708 - acc: 0.9297
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- ETA: 8s - loss: 0.1677 - acc: 0.9310
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- ETA: 9s - loss: 0.1570 - acc: 0.9375
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- ETA: 9s - loss: 0.1700 - acc: 0.9326
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- ETA: 9s - loss: 0.1661 - acc: 0.9340
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- ETA: 8s - loss: 0.1695 - acc: 0.9328
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- ETA: 8s - loss: 0.1676 - acc: 0.9339
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- ETA: 8s - loss: 0.1712 - acc: 0.9349
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- ETA: 8s - loss: 0.1695 - acc: 0.9369
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- ETA: 8s - loss: 0.1657 - acc: 0.9386
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- ETA: 7s - loss: 0.1656 - acc: 0.9385
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- ETA: 7s - loss: 0.1655 - acc: 0.9385
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- ETA: 7s - loss: 0.1702 - acc: 0.9361
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- ETA: 6s - loss: 0.1681 - acc: 0.9375
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- ETA: 6s - loss: 0.1705 - acc: 0.9354
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- ETA: 6s - loss: 0.1693 - acc: 0.9371
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- ETA: 6s - loss: 0.1701 - acc: 0.9368
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- ETA: 5s - loss: 0.1664 - acc: 0.9381
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- ETA: 5s - loss: 0.1630 - acc: 0.9395
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- ETA: 5s - loss: 0.1630 - acc: 0.9394
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- ETA: 4s - loss: 0.1645 - acc: 0.9387
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- ETA: 4s - loss: 0.1630 - acc: 0.9393
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- ETA: 4s - loss: 0.1631 - acc: 0.9398
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- ETA: 3s - loss: 0.1707 - acc: 0.9377
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- ETA: 3s - loss: 0.1716 - acc: 0.9366
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- ETA: 3s - loss: 0.1760 - acc: 0.9361
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- ETA: 2s - loss: 0.1785 - acc: 0.9352
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- ETA: 2s - loss: 0.1759 - acc: 0.9365
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- ETA: 2s - loss: 0.1788 - acc: 0.9346
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- ETA: 1s - loss: 0.1780 - acc: 0.9349
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- ETA: 1s - loss: 0.1779 - acc: 0.9350
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- ETA: 1s - loss: 0.1765 - acc: 0.9359
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- ETA: 0s - loss: 0.1756 - acc: 0.9362
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- ETA: 0s - loss: 0.1759 - acc: 0.9360
128/878 [===>..........................]
- ETA: 0s - loss: 0.4837 - acc: 0.8281
256/878 [=======>......................]
- ETA: 0s - loss: 0.4133 - acc: 0.8477
384/878 [============>.................]
- ETA: 0s - loss: 0.4635 - acc: 0.8464
512/878 [================>.............]
- ETA: 0s - loss: 0.4586 - acc: 0.8535
640/878 [====================>.........]
- ETA: 0s - loss: 0.4455 - acc: 0.8547
768/878 [=========================>....]
- ETA: 0s - loss: 0.4707 - acc: 0.8451
878/878 [==============================]
- 1s 594us/sample - loss: 0.4590 - acc: 0.8485
39/39 [==============================]
- 14s 360ms/step - loss: 0.1768 - acc: 0.9357 - val_loss: 0.4576 - val_acc: 0.8485
Epoch 24/100
1/39 [..............................]
- ETA: 18s - loss: 0.1033 - acc: 0.9609
2/39 [>.............................]
- ETA: 15s - loss: 0.1270 - acc: 0.9570
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- ETA: 12s - loss: 0.1149 - acc: 0.9609
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- ETA: 10s - loss: 0.1382 - acc: 0.9492
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- ETA: 9s - loss: 0.1364 - acc: 0.9484
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- ETA: 8s - loss: 0.1422 - acc: 0.9466
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- ETA: 8s - loss: 0.1300 - acc: 0.9531
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- ETA: 8s - loss: 0.1303 - acc: 0.9512
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- ETA: 8s - loss: 0.1389 - acc: 0.9470
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- ETA: 8s - loss: 0.1378 - acc: 0.9492
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- ETA: 8s - loss: 0.1358 - acc: 0.9510
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- ETA: 8s - loss: 0.1361 - acc: 0.9512
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- ETA: 8s - loss: 0.1349 - acc: 0.9495
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- ETA: 7s - loss: 0.1352 - acc: 0.9503
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- ETA: 7s - loss: 0.1386 - acc: 0.9500
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- ETA: 7s - loss: 0.1391 - acc: 0.9492
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- ETA: 7s - loss: 0.1448 - acc: 0.9472
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- ETA: 6s - loss: 0.1456 - acc: 0.9490
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878/878 [==============================]
- 1s 988us/sample - loss: 0.3336 - acc: 0.8724
39/39 [==============================]
- 14s 349ms/step - loss: 0.1512 - acc: 0.9455 - val_loss: 0.3315 - val_acc: 0.8724
Epoch 25/100
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- ETA: 6s - loss: 0.2120 - acc: 0.9141
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- ETA: 6s - loss: 0.1656 - acc: 0.9336
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- ETA: 6s - loss: 0.1549 - acc: 0.9375
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- ETA: 0s - loss: 0.6311 - acc: 0.8203
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- ETA: 0s - loss: 0.6193 - acc: 0.8125
878/878 [==============================]
- 1s 611us/sample - loss: 0.6049 - acc: 0.8132
39/39 [==============================]
- 14s 351ms/step - loss: 0.1531 - acc: 0.9425 - val_loss: 0.6031 - val_acc: 0.8132
Epoch 26/100
1/39 [..............................]
- ETA: 5s - loss: 0.1338 - acc: 0.9297
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- ETA: 5s - loss: 0.1403 - acc: 0.9375
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- ETA: 0s - loss: 0.1463 - acc: 0.9438
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- ETA: 0s - loss: 0.1497 - acc: 0.9428
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- ETA: 0s - loss: 0.1488 - acc: 0.9431
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- ETA: 0s - loss: 0.5958 - acc: 0.8257
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- ETA: 0s - loss: 0.4199 - acc: 0.8670
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- ETA: 0s - loss: 0.4447 - acc: 0.8532
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- ETA: 0s - loss: 0.5065 - acc: 0.8349
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- ETA: 0s - loss: 0.5257 - acc: 0.8270
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- ETA: 0s - loss: 0.5021 - acc: 0.8326
878/878 [==============================]
- 1s 705us/sample - loss: 0.5042 - acc: 0.8326
39/39 [==============================]
- 13s 345ms/step - loss: 0.1494 - acc: 0.9433 - val_loss: 0.5342 - val_acc: 0.8326
Epoch 27/100
1/39 [..............................]
- ETA: 6s - loss: 0.1618 - acc: 0.9453
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- ETA: 6s - loss: 0.1683 - acc: 0.9375
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- ETA: 7s - loss: 0.1496 - acc: 0.9479
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- ETA: 9s - loss: 0.1418 - acc: 0.9427
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- ETA: 9s - loss: 0.1339 - acc: 0.9442
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- ETA: 9s - loss: 0.1412 - acc: 0.9404
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- ETA: 9s - loss: 0.1385 - acc: 0.9427
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- ETA: 8s - loss: 0.1361 - acc: 0.9448
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- ETA: 7s - loss: 0.1336 - acc: 0.9464
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- ETA: 7s - loss: 0.1392 - acc: 0.9463
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- ETA: 7s - loss: 0.1434 - acc: 0.9458
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- ETA: 6s - loss: 0.1412 - acc: 0.9475
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- ETA: 6s - loss: 0.1411 - acc: 0.9465
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- ETA: 4s - loss: 0.1408 - acc: 0.9459
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- ETA: 3s - loss: 0.1395 - acc: 0.9464
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- ETA: 3s - loss: 0.1417 - acc: 0.9467
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- ETA: 3s - loss: 0.1402 - acc: 0.9474
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- ETA: 2s - loss: 0.1402 - acc: 0.9476
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- ETA: 2s - loss: 0.1389 - acc: 0.9485
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- ETA: 1s - loss: 0.1390 - acc: 0.9488
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- ETA: 0s - loss: 0.1387 - acc: 0.9491
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- ETA: 0s - loss: 0.1400 - acc: 0.9482
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- ETA: 0s - loss: 0.5153 - acc: 0.8359
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- ETA: 0s - loss: 0.4373 - acc: 0.8594
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- ETA: 0s - loss: 0.5086 - acc: 0.8490
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- ETA: 0s - loss: 0.5001 - acc: 0.8516
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- ETA: 0s - loss: 0.4917 - acc: 0.8516
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- ETA: 0s - loss: 0.5057 - acc: 0.8438
878/878 [==============================]
- 1s 625us/sample - loss: 0.4888 - acc: 0.8451
39/39 [==============================]
- 14s 357ms/step - loss: 0.1380 - acc: 0.9491 - val_loss: 0.4867 - val_acc: 0.8451
Epoch 28/100
1/39 [..............................]
- ETA: 6s - loss: 0.1696 - acc: 0.9453
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- ETA: 6s - loss: 0.1599 - acc: 0.9375
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- ETA: 6s - loss: 0.1350 - acc: 0.9427
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- ETA: 8s - loss: 0.1353 - acc: 0.9453
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- ETA: 8s - loss: 0.1268 - acc: 0.9492
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- ETA: 8s - loss: 0.1328 - acc: 0.9442
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- ETA: 8s - loss: 0.1297 - acc: 0.9443
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- ETA: 8s - loss: 0.1334 - acc: 0.9427
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- ETA: 8s - loss: 0.1343 - acc: 0.9414
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- ETA: 8s - loss: 0.1297 - acc: 0.9446
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- ETA: 7s - loss: 0.1300 - acc: 0.9490
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- ETA: 7s - loss: 0.1293 - acc: 0.9502
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- ETA: 6s - loss: 0.1324 - acc: 0.9490
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- ETA: 6s - loss: 0.1304 - acc: 0.9501
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- ETA: 6s - loss: 0.1309 - acc: 0.9498
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- ETA: 5s - loss: 0.1305 - acc: 0.9512
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- ETA: 5s - loss: 0.1337 - acc: 0.9503
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- ETA: 3s - loss: 0.1222 - acc: 0.9542
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- ETA: 1s - loss: 0.1233 - acc: 0.9529
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- ETA: 0s - loss: 0.1219 - acc: 0.9534
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- ETA: 0s - loss: 0.1221 - acc: 0.9536
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- ETA: 0s - loss: 0.1216 - acc: 0.9538
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- ETA: 0s - loss: 0.3931 - acc: 0.8906
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- ETA: 0s - loss: 0.3391 - acc: 0.9023
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- ETA: 0s - loss: 0.3575 - acc: 0.8984
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- ETA: 0s - loss: 0.3971 - acc: 0.9004
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- ETA: 0s - loss: 0.3937 - acc: 0.9000
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- ETA: 0s - loss: 0.3852 - acc: 0.8932
878/878 [==============================]
- 1s 628us/sample - loss: 0.3598 - acc: 0.8964
39/39 [==============================]
- 13s 339ms/step - loss: 0.1199 - acc: 0.9546 - val_loss: 0.3567 - val_acc: 0.8964
Epoch 29/100
1/39 [..............................]
- ETA: 5s - loss: 0.0868 - acc: 0.9609
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- ETA: 6s - loss: 0.1075 - acc: 0.9531
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- ETA: 8s - loss: 0.0964 - acc: 0.9557
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- ETA: 9s - loss: 0.0865 - acc: 0.9625
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- ETA: 9s - loss: 0.0931 - acc: 0.9609
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- ETA: 9s - loss: 0.0992 - acc: 0.9609
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- ETA: 9s - loss: 0.0977 - acc: 0.9639
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- ETA: 9s - loss: 0.0995 - acc: 0.9635
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- ETA: 9s - loss: 0.0941 - acc: 0.9656
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- ETA: 9s - loss: 0.0904 - acc: 0.9666
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- ETA: 8s - loss: 0.0931 - acc: 0.9651
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- ETA: 8s - loss: 0.0990 - acc: 0.9623
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- ETA: 8s - loss: 0.1043 - acc: 0.9605
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- ETA: 8s - loss: 0.1053 - acc: 0.9600
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- ETA: 7s - loss: 0.1043 - acc: 0.9611
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- ETA: 7s - loss: 0.1027 - acc: 0.9615
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- ETA: 6s - loss: 0.1012 - acc: 0.9619
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- ETA: 6s - loss: 0.1019 - acc: 0.9614
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- ETA: 6s - loss: 0.1010 - acc: 0.9618
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- ETA: 3s - loss: 0.1063 - acc: 0.9604
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- ETA: 3s - loss: 0.1092 - acc: 0.9594
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878/878 [==============================]
- 1s 594us/sample - loss: 0.3271 - acc: 0.9032
39/39 [==============================]
- 14s 365ms/step - loss: 0.1170 - acc: 0.9566 - val_loss: 0.3248 - val_acc: 0.9032
Epoch 30/100
1/39 [..............................]
- ETA: 5s - loss: 0.1311 - acc: 0.9453
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- ETA: 5s - loss: 0.1524 - acc: 0.9297
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- ETA: 7s - loss: 0.1537 - acc: 0.9323
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878/878 [==============================]
- 1s 875us/sample - loss: 0.4727 - acc: 0.8827
39/39 [==============================]
- 14s 349ms/step - loss: 0.1439 - acc: 0.9459 - val_loss: 0.4700 - val_acc: 0.8827
Epoch 31/100
1/39 [..............................]
- ETA: 7s - loss: 0.1023 - acc: 0.9609
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- ETA: 7s - loss: 0.0966 - acc: 0.9688
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- ETA: 0s - loss: 0.1047 - acc: 0.9600
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- ETA: 0s - loss: 0.5402 - acc: 0.8359
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- ETA: 0s - loss: 0.4734 - acc: 0.8633
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- ETA: 0s - loss: 0.4945 - acc: 0.8656
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- ETA: 0s - loss: 0.5205 - acc: 0.8568
878/878 [==============================]
- 1s 619us/sample - loss: 0.5015 - acc: 0.8565
39/39 [==============================]
- 14s 349ms/step - loss: 0.1045 - acc: 0.9602 - val_loss: 0.4992 - val_acc: 0.8565
Epoch 32/100
1/39 [..............................]
- ETA: 5s - loss: 0.1302 - acc: 0.9453
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- ETA: 5s - loss: 0.1172 - acc: 0.9492
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- ETA: 6s - loss: 0.1179 - acc: 0.9427
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- ETA: 0s - loss: 0.0967 - acc: 0.9616
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- ETA: 0s - loss: 0.0988 - acc: 0.9612
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- ETA: 0s - loss: 0.0975 - acc: 0.9618
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- ETA: 0s - loss: 0.3826 - acc: 0.9141
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- ETA: 0s - loss: 0.3506 - acc: 0.9062
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- ETA: 0s - loss: 0.3487 - acc: 0.9036
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- ETA: 0s - loss: 0.3542 - acc: 0.9043
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- ETA: 0s - loss: 0.3564 - acc: 0.9016
768/878 [=========================>....]
- ETA: 0s - loss: 0.3692 - acc: 0.8932
878/878 [==============================]
- 1s 629us/sample - loss: 0.3613 - acc: 0.8941
39/39 [==============================]
- 13s 343ms/step - loss: 0.0967 - acc: 0.9620 - val_loss: 0.3604 - val_acc: 0.8941
Epoch 33/100
1/39 [..............................]
- ETA: 5s - loss: 0.0414 - acc: 1.0000
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- ETA: 5s - loss: 0.0666 - acc: 0.9883
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- ETA: 8s - loss: 0.0676 - acc: 0.9844
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- ETA: 9s - loss: 0.0675 - acc: 0.9812
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- ETA: 9s - loss: 0.0709 - acc: 0.9792
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- ETA: 9s - loss: 0.0697 - acc: 0.9810
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- ETA: 9s - loss: 0.0717 - acc: 0.9795
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- ETA: 9s - loss: 0.0727 - acc: 0.9774
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- ETA: 9s - loss: 0.0749 - acc: 0.9766
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- ETA: 6s - loss: 0.0857 - acc: 0.9725
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- ETA: 1s - loss: 0.0866 - acc: 0.9710
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- ETA: 0s - loss: 0.0864 - acc: 0.9701
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- ETA: 0s - loss: 0.0857 - acc: 0.9703
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- ETA: 0s - loss: 0.6779 - acc: 0.8594
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- ETA: 0s - loss: 0.6420 - acc: 0.8750
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- ETA: 0s - loss: 0.7283 - acc: 0.8594
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- ETA: 0s - loss: 0.7534 - acc: 0.8574
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- ETA: 0s - loss: 0.7359 - acc: 0.8609
768/878 [=========================>....]
- ETA: 0s - loss: 0.7358 - acc: 0.8542
878/878 [==============================]
- 1s 642us/sample - loss: 0.7154 - acc: 0.8565
39/39 [==============================]
- 14s 361ms/step - loss: 0.0857 - acc: 0.9702 - val_loss: 0.7129 - val_acc: 0.8565
Epoch 34/100
1/39 [..............................]
- ETA: 5s - loss: 0.1943 - acc: 0.9531
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- ETA: 12s - loss: 0.1279 - acc: 0.9609
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- ETA: 10s - loss: 0.1271 - acc: 0.9661
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- ETA: 9s - loss: 0.1249 - acc: 0.9609
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- ETA: 8s - loss: 0.1309 - acc: 0.9563
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- ETA: 8s - loss: 0.1187 - acc: 0.9583
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- ETA: 8s - loss: 0.1132 - acc: 0.9598
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- ETA: 8s - loss: 0.1205 - acc: 0.9580
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- ETA: 8s - loss: 0.1176 - acc: 0.9592
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- ETA: 8s - loss: 0.1150 - acc: 0.9588
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- ETA: 5s - loss: 0.1029 - acc: 0.9607
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- ETA: 0s - loss: 0.0991 - acc: 0.9621
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- ETA: 0s - loss: 0.1008 - acc: 0.9614
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- ETA: 0s - loss: 0.1003 - acc: 0.9614
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- ETA: 0s - loss: 0.4445 - acc: 0.8984
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- ETA: 0s - loss: 0.4259 - acc: 0.8984
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- ETA: 0s - loss: 0.4209 - acc: 0.8880
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- ETA: 0s - loss: 0.4458 - acc: 0.8887
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- ETA: 0s - loss: 0.4444 - acc: 0.8953
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- ETA: 0s - loss: 0.4367 - acc: 0.8945
878/878 [==============================]
- 1s 918us/sample - loss: 0.4269 - acc: 0.8929
39/39 [==============================]
- 13s 345ms/step - loss: 0.1004 - acc: 0.9614 - val_loss: 0.4257 - val_acc: 0.8929
Epoch 35/100
1/39 [..............................]
- ETA: 6s - loss: 0.1317 - acc: 0.9531
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- ETA: 6s - loss: 0.0852 - acc: 0.9727
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- ETA: 5s - loss: 0.0837 - acc: 0.9714
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- ETA: 8s - loss: 0.0638 - acc: 0.9777
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- ETA: 0s - loss: 0.8632 - acc: 0.8177
878/878 [==============================]
- 1s 834us/sample - loss: 0.8517 - acc: 0.8178
39/39 [==============================]
- 14s 347ms/step - loss: 0.0788 - acc: 0.9710 - val_loss: 0.8503 - val_acc: 0.8178
Epoch 36/100
1/39 [..............................]
- ETA: 8s - loss: 0.0875 - acc: 0.9817
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- ETA: 7s - loss: 0.0727 - acc: 0.9789
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- ETA: 0s - loss: 0.1000 - acc: 0.9633
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- ETA: 0s - loss: 0.5977 - acc: 0.8789
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- ETA: 0s - loss: 0.6560 - acc: 0.8698
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- ETA: 0s - loss: 0.7038 - acc: 0.8542
878/878 [==============================]
- 1s 603us/sample - loss: 0.6597 - acc: 0.8588
39/39 [==============================]
- 13s 332ms/step - loss: 0.0994 - acc: 0.9638 - val_loss: 0.6543 - val_acc: 0.8588
Epoch 37/100
1/39 [..............................]
- ETA: 5s - loss: 0.0671 - acc: 0.9766
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- ETA: 5s - loss: 0.0711 - acc: 0.9727
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- ETA: 6s - loss: 0.0646 - acc: 0.9740
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- ETA: 8s - loss: 0.0715 - acc: 0.9688
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- ETA: 8s - loss: 0.0763 - acc: 0.9648
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- ETA: 8s - loss: 0.0731 - acc: 0.9676
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- ETA: 8s - loss: 0.0844 - acc: 0.9656
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- ETA: 7s - loss: 0.0761 - acc: 0.9703
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- ETA: 6s - loss: 0.0830 - acc: 0.9692
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- ETA: 3s - loss: 0.0785 - acc: 0.9711
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- ETA: 2s - loss: 0.0815 - acc: 0.9702
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- ETA: 2s - loss: 0.0828 - acc: 0.9691
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- ETA: 2s - loss: 0.0832 - acc: 0.9691
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- ETA: 2s - loss: 0.0841 - acc: 0.9688
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- ETA: 1s - loss: 0.0874 - acc: 0.9679
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- ETA: 1s - loss: 0.0875 - acc: 0.9675
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- ETA: 0s - loss: 0.0871 - acc: 0.9678
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- ETA: 0s - loss: 0.0875 - acc: 0.9674
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- ETA: 0s - loss: 0.2827 - acc: 0.9219
256/878 [=======>......................]
- ETA: 0s - loss: 0.2494 - acc: 0.9141
384/878 [============>.................]
- ETA: 0s - loss: 0.2880 - acc: 0.9141
512/878 [================>.............]
- ETA: 0s - loss: 0.3129 - acc: 0.9160
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- ETA: 0s - loss: 0.3167 - acc: 0.9172
768/878 [=========================>....]
- ETA: 0s - loss: 0.3131 - acc: 0.9193
878/878 [==============================]
- 1s 1ms/sample - loss: 0.2888 - acc: 0.9237
39/39 [==============================]
- 14s 364ms/step - loss: 0.0893 - acc: 0.9672 - val_loss: 0.2858 - val_acc: 0.9237
Epoch 38/100
1/39 [..............................]
- ETA: 7s - loss: 0.1009 - acc: 0.9688
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- ETA: 6s - loss: 0.0905 - acc: 0.9727
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- ETA: 6s - loss: 0.0762 - acc: 0.9766
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- ETA: 6s - loss: 0.0985 - acc: 0.9648
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- ETA: 6s - loss: 0.0875 - acc: 0.9688
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- ETA: 6s - loss: 0.0822 - acc: 0.9714
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- ETA: 7s - loss: 0.0824 - acc: 0.9727
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- ETA: 7s - loss: 0.0880 - acc: 0.9696
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- ETA: 7s - loss: 0.0906 - acc: 0.9680
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- ETA: 6s - loss: 0.0834 - acc: 0.9719
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- ETA: 6s - loss: 0.0875 - acc: 0.9707
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- ETA: 6s - loss: 0.0837 - acc: 0.9724
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- ETA: 6s - loss: 0.0844 - acc: 0.9722
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- ETA: 6s - loss: 0.0845 - acc: 0.9720
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- ETA: 5s - loss: 0.0859 - acc: 0.9707
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- ETA: 5s - loss: 0.0843 - acc: 0.9710
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- ETA: 5s - loss: 0.0851 - acc: 0.9705
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- ETA: 4s - loss: 0.0843 - acc: 0.9700
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- ETA: 3s - loss: 0.0841 - acc: 0.9705
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- ETA: 3s - loss: 0.0849 - acc: 0.9707
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- ETA: 3s - loss: 0.0835 - acc: 0.9712
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- ETA: 2s - loss: 0.0827 - acc: 0.9715
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- ETA: 2s - loss: 0.0839 - acc: 0.9707
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- ETA: 1s - loss: 0.0849 - acc: 0.9706
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- ETA: 1s - loss: 0.0870 - acc: 0.9699
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- ETA: 0s - loss: 0.0862 - acc: 0.9698
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- ETA: 0s - loss: 0.0866 - acc: 0.9697
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- ETA: 0s - loss: 0.0868 - acc: 0.9699
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- ETA: 0s - loss: 0.7001 - acc: 0.8594
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- ETA: 0s - loss: 0.6010 - acc: 0.8789
384/878 [============>.................]
- ETA: 0s - loss: 0.6593 - acc: 0.8568
512/878 [================>.............]
- ETA: 0s - loss: 0.6644 - acc: 0.8457
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- ETA: 0s - loss: 0.6522 - acc: 0.8438
768/878 [=========================>....]
- ETA: 0s - loss: 0.6892 - acc: 0.8320
878/878 [==============================]
- 1s 595us/sample - loss: 0.6718 - acc: 0.8360
39/39 [==============================]
- 13s 331ms/step - loss: 0.0868 - acc: 0.9698 - val_loss: 0.6697 - val_acc: 0.8360
Epoch 39/100
1/39 [..............................]
- ETA: 5s - loss: 0.1036 - acc: 0.9688
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- ETA: 5s - loss: 0.1017 - acc: 0.9609
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- ETA: 6s - loss: 0.0901 - acc: 0.9616
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- ETA: 7s - loss: 0.0855 - acc: 0.9635
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- ETA: 8s - loss: 0.0829 - acc: 0.9662
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- ETA: 8s - loss: 0.0746 - acc: 0.9706
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- ETA: 9s - loss: 0.0753 - acc: 0.9726
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- ETA: 8s - loss: 0.0707 - acc: 0.9751
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- ETA: 8s - loss: 0.0703 - acc: 0.9762
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- ETA: 8s - loss: 0.0684 - acc: 0.9770
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- ETA: 8s - loss: 0.0689 - acc: 0.9762
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- ETA: 8s - loss: 0.0696 - acc: 0.9756
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- ETA: 8s - loss: 0.0716 - acc: 0.9757
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- ETA: 7s - loss: 0.0712 - acc: 0.9752
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- ETA: 7s - loss: 0.0706 - acc: 0.9753
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- ETA: 7s - loss: 0.0683 - acc: 0.9763
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- ETA: 6s - loss: 0.0687 - acc: 0.9755
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- ETA: 6s - loss: 0.0701 - acc: 0.9755
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- ETA: 6s - loss: 0.0687 - acc: 0.9760
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- ETA: 5s - loss: 0.0676 - acc: 0.9760
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- ETA: 5s - loss: 0.0679 - acc: 0.9760
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- ETA: 3s - loss: 0.0648 - acc: 0.9776
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- ETA: 3s - loss: 0.0660 - acc: 0.9759
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- ETA: 3s - loss: 0.0677 - acc: 0.9746
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- ETA: 2s - loss: 0.0665 - acc: 0.9752
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- ETA: 2s - loss: 0.0684 - acc: 0.9745
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- ETA: 2s - loss: 0.0670 - acc: 0.9753
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- ETA: 1s - loss: 0.0666 - acc: 0.9753
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- ETA: 1s - loss: 0.0665 - acc: 0.9751
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- ETA: 1s - loss: 0.0687 - acc: 0.9745
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- ETA: 0s - loss: 0.0691 - acc: 0.9741
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- ETA: 0s - loss: 0.0705 - acc: 0.9740
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- ETA: 0s - loss: 0.5124 - acc: 0.8672
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- ETA: 0s - loss: 0.4717 - acc: 0.8711
384/878 [============>.................]
- ETA: 0s - loss: 0.4686 - acc: 0.8802
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- ETA: 0s - loss: 0.5100 - acc: 0.8828
640/878 [====================>.........]
- ETA: 0s - loss: 0.4688 - acc: 0.8859
768/878 [=========================>....]
- ETA: 0s - loss: 0.5001 - acc: 0.8763
878/878 [==============================]
- 1s 596us/sample - loss: 0.4768 - acc: 0.8815
39/39 [==============================]
- 14s 350ms/step - loss: 0.0712 - acc: 0.9741 - val_loss: 0.4739 - val_acc: 0.8815
Epoch 40/100
1/39 [..............................]
- ETA: 5s - loss: 0.0903 - acc: 0.9844
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- ETA: 5s - loss: 0.0960 - acc: 0.9648
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- ETA: 6s - loss: 0.0949 - acc: 0.9661
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- ETA: 8s - loss: 0.0843 - acc: 0.9672
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- ETA: 8s - loss: 0.0761 - acc: 0.9714
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- ETA: 8s - loss: 0.0748 - acc: 0.9721
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- ETA: 8s - loss: 0.0713 - acc: 0.9727
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- ETA: 8s - loss: 0.0705 - acc: 0.9740
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- ETA: 8s - loss: 0.0702 - acc: 0.9727
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- ETA: 8s - loss: 0.0690 - acc: 0.9737
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- ETA: 8s - loss: 0.0692 - acc: 0.9714
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- ETA: 7s - loss: 0.0695 - acc: 0.9721
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878/878 [==============================]
- 1s 605us/sample - loss: 0.4899 - acc: 0.8872
39/39 [==============================]
- 13s 336ms/step - loss: 0.0731 - acc: 0.9710 - val_loss: 0.4894 - val_acc: 0.8872
Epoch 41/100
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- ETA: 6s - loss: 0.0480 - acc: 0.9844
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878/878 [==============================]
- 1s 602us/sample - loss: 0.5467 - acc: 0.8622
39/39 [==============================]
- 14s 354ms/step - loss: 0.0896 - acc: 0.9674 - val_loss: 0.5437 - val_acc: 0.8622
Epoch 42/100
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- ETA: 6s - loss: 0.0809 - acc: 0.9766
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- ETA: 0s - loss: 0.4814 - acc: 0.8763
878/878 [==============================]
- 1s 619us/sample - loss: 0.4490 - acc: 0.8793
39/39 [==============================]
- 13s 337ms/step - loss: 0.0866 - acc: 0.9682 - val_loss: 0.4450 - val_acc: 0.8793
Epoch 43/100
1/39 [..............................]
- ETA: 6s - loss: 0.0796 - acc: 0.9766
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- ETA: 6s - loss: 0.0718 - acc: 0.9766
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- ETA: 1s - loss: 0.0667 - acc: 0.9773
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- ETA: 0s - loss: 0.0677 - acc: 0.9773
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- ETA: 0s - loss: 0.0676 - acc: 0.9775
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- ETA: 0s - loss: 0.5303 - acc: 0.8672
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- ETA: 0s - loss: 0.4679 - acc: 0.8789
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- ETA: 0s - loss: 0.4601 - acc: 0.8854
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- ETA: 0s - loss: 0.4881 - acc: 0.8906
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- ETA: 0s - loss: 0.4599 - acc: 0.8953
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- ETA: 0s - loss: 0.4473 - acc: 0.9010
878/878 [==============================]
- 1s 651us/sample - loss: 0.4110 - acc: 0.9021
39/39 [==============================]
- 14s 359ms/step - loss: 0.0671 - acc: 0.9777 - val_loss: 0.4066 - val_acc: 0.9021
Epoch 44/100
1/39 [..............................]
- ETA: 5s - loss: 0.0711 - acc: 0.9766
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- ETA: 6s - loss: 0.0746 - acc: 0.9688
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- ETA: 8s - loss: 0.0574 - acc: 0.9792
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- ETA: 6s - loss: 0.0719 - acc: 0.9756
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- ETA: 0s - loss: 0.0715 - acc: 0.9745
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- ETA: 0s - loss: 0.0712 - acc: 0.9743
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- ETA: 0s - loss: 0.0722 - acc: 0.9742
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- ETA: 0s - loss: 0.5782 - acc: 0.8828
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- ETA: 0s - loss: 0.4529 - acc: 0.8984
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- ETA: 0s - loss: 0.4805 - acc: 0.8932
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- ETA: 0s - loss: 0.5157 - acc: 0.8926
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- ETA: 0s - loss: 0.4932 - acc: 0.8875
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- ETA: 0s - loss: 0.5236 - acc: 0.8815
878/878 [==============================]
- 1s 596us/sample - loss: 0.5019 - acc: 0.8827
39/39 [==============================]
- 13s 344ms/step - loss: 0.0727 - acc: 0.9743 - val_loss: 0.4993 - val_acc: 0.8827
Epoch 45/100
1/39 [..............................]
- ETA: 5s - loss: 0.0611 - acc: 0.9844
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- ETA: 6s - loss: 0.0666 - acc: 0.9805
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- ETA: 8s - loss: 0.0693 - acc: 0.9792
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- ETA: 9s - loss: 0.0623 - acc: 0.9781
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- ETA: 9s - loss: 0.0590 - acc: 0.9792
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- ETA: 9s - loss: 0.0618 - acc: 0.9789
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878/878 [==============================]
- 1s 603us/sample - loss: 0.6246 - acc: 0.8679
39/39 [==============================]
- 14s 362ms/step - loss: 0.0674 - acc: 0.9767 - val_loss: 0.6237 - val_acc: 0.8679
Epoch 46/100
1/39 [..............................]
- ETA: 5s - loss: 0.0720 - acc: 0.9766
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- ETA: 5s - loss: 0.0922 - acc: 0.9766
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- ETA: 8s - loss: 0.0764 - acc: 0.9792
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878/878 [==============================]
- 1s 628us/sample - loss: 0.3471 - acc: 0.9123
39/39 [==============================]
- 13s 338ms/step - loss: 0.0692 - acc: 0.9741 - val_loss: 0.3443 - val_acc: 0.9123
Epoch 47/100
1/39 [..............................]
- ETA: 17s - loss: 0.1000 - acc: 0.9609
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- ETA: 13s - loss: 0.1178 - acc: 0.9531
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- ETA: 9s - loss: 0.0696 - acc: 0.9692
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- ETA: 0s - loss: 0.0630 - acc: 0.9765
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- ETA: 0s - loss: 0.0620 - acc: 0.9769
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- ETA: 0s - loss: 0.5231 - acc: 0.8594
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- ETA: 0s - loss: 0.4554 - acc: 0.8906
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- ETA: 0s - loss: 0.4634 - acc: 0.8880
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- ETA: 0s - loss: 0.5124 - acc: 0.8906
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- ETA: 0s - loss: 0.5308 - acc: 0.8828
878/878 [==============================]
- 1s 615us/sample - loss: 0.5239 - acc: 0.8793
39/39 [==============================]
- 14s 365ms/step - loss: 0.0609 - acc: 0.9775 - val_loss: 0.5231 - val_acc: 0.8793
Epoch 48/100
1/39 [..............................]
- ETA: 5s - loss: 0.0634 - acc: 0.9844
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- ETA: 5s - loss: 0.0518 - acc: 0.9805
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- ETA: 6s - loss: 0.0462 - acc: 0.9844
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- ETA: 8s - loss: 0.0443 - acc: 0.9828
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- ETA: 8s - loss: 0.0438 - acc: 0.9818
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- ETA: 8s - loss: 0.0392 - acc: 0.9833
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- ETA: 8s - loss: 0.0397 - acc: 0.9835
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- ETA: 8s - loss: 0.0381 - acc: 0.9852
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- ETA: 7s - loss: 0.0323 - acc: 0.9880
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- ETA: 7s - loss: 0.0353 - acc: 0.9877
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- ETA: 7s - loss: 0.0358 - acc: 0.9870
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- ETA: 7s - loss: 0.0343 - acc: 0.9878
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- ETA: 6s - loss: 0.0336 - acc: 0.9876
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- ETA: 6s - loss: 0.0323 - acc: 0.9883
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- ETA: 6s - loss: 0.0353 - acc: 0.9873
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- ETA: 5s - loss: 0.0346 - acc: 0.9875
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- ETA: 5s - loss: 0.0350 - acc: 0.9874
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- ETA: 3s - loss: 0.0348 - acc: 0.9873
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- ETA: 3s - loss: 0.0353 - acc: 0.9874
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- ETA: 3s - loss: 0.0348 - acc: 0.9879
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- ETA: 2s - loss: 0.0354 - acc: 0.9877
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- ETA: 2s - loss: 0.0355 - acc: 0.9875
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- ETA: 1s - loss: 0.0348 - acc: 0.9879
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- ETA: 1s - loss: 0.0344 - acc: 0.9882
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- ETA: 1s - loss: 0.0355 - acc: 0.9879
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- ETA: 0s - loss: 0.0365 - acc: 0.9876
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- ETA: 0s - loss: 0.0363 - acc: 0.9877
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- ETA: 0s - loss: 0.0363 - acc: 0.9876
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- ETA: 0s - loss: 0.7562 - acc: 0.8828
256/878 [=======>......................]
- ETA: 0s - loss: 0.5640 - acc: 0.9023
384/878 [============>.................]
- ETA: 0s - loss: 0.6105 - acc: 0.8906
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- ETA: 0s - loss: 0.6586 - acc: 0.8887
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- ETA: 0s - loss: 0.6614 - acc: 0.8766
768/878 [=========================>....]
- ETA: 0s - loss: 0.6911 - acc: 0.8672
878/878 [==============================]
- 1s 602us/sample - loss: 0.6671 - acc: 0.8667
39/39 [==============================]
- 13s 338ms/step - loss: 0.0373 - acc: 0.9873 - val_loss: 0.6641 - val_acc: 0.8667
Epoch 49/100
1/39 [..............................]
- ETA: 22s - loss: 0.0300 - acc: 0.9922
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- ETA: 18s - loss: 0.0199 - acc: 0.9961
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- ETA: 14s - loss: 0.0299 - acc: 0.9896
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- ETA: 11s - loss: 0.0320 - acc: 0.9883
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- ETA: 10s - loss: 0.0363 - acc: 0.9875
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- ETA: 9s - loss: 0.0513 - acc: 0.9844
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- ETA: 9s - loss: 0.0480 - acc: 0.9855
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- ETA: 9s - loss: 0.0482 - acc: 0.9863
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- ETA: 9s - loss: 0.0468 - acc: 0.9861
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- ETA: 9s - loss: 0.0452 - acc: 0.9859
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- ETA: 8s - loss: 0.0461 - acc: 0.9851
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- ETA: 8s - loss: 0.0464 - acc: 0.9849
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- ETA: 7s - loss: 0.0527 - acc: 0.9844
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- ETA: 7s - loss: 0.0589 - acc: 0.9819
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- ETA: 6s - loss: 0.0578 - acc: 0.9809
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- ETA: 6s - loss: 0.0568 - acc: 0.9811
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- ETA: 6s - loss: 0.0591 - acc: 0.9812
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- ETA: 5s - loss: 0.0588 - acc: 0.9814
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- ETA: 5s - loss: 0.0610 - acc: 0.9805
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- ETA: 3s - loss: 0.0705 - acc: 0.9761
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- ETA: 3s - loss: 0.0723 - acc: 0.9756
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- ETA: 3s - loss: 0.0729 - acc: 0.9756
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- ETA: 3s - loss: 0.0718 - acc: 0.9759
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- ETA: 2s - loss: 0.0719 - acc: 0.9762
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- ETA: 2s - loss: 0.0728 - acc: 0.9757
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- ETA: 2s - loss: 0.0725 - acc: 0.9760
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- ETA: 1s - loss: 0.0741 - acc: 0.9751
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- ETA: 1s - loss: 0.0758 - acc: 0.9740
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- ETA: 1s - loss: 0.0765 - acc: 0.9736
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- ETA: 0s - loss: 0.0756 - acc: 0.9739
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- ETA: 0s - loss: 0.0740 - acc: 0.9746
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- ETA: 0s - loss: 0.5084 - acc: 0.8594
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- ETA: 0s - loss: 0.4575 - acc: 0.8711
384/878 [============>.................]
- ETA: 0s - loss: 0.5295 - acc: 0.8646
512/878 [================>.............]
- ETA: 0s - loss: 0.6196 - acc: 0.8652
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- ETA: 0s - loss: 0.6013 - acc: 0.8719
768/878 [=========================>....]
- ETA: 0s - loss: 0.6140 - acc: 0.8724
878/878 [==============================]
- 1s 595us/sample - loss: 0.5907 - acc: 0.8736
39/39 [==============================]
- 14s 352ms/step - loss: 0.0751 - acc: 0.9747 - val_loss: 0.5879 - val_acc: 0.8736
Epoch 50/100
1/39 [..............................]
- ETA: 5s - loss: 0.0828 - acc: 0.9844
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- ETA: 6s - loss: 0.0768 - acc: 0.9805
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- ETA: 7s - loss: 0.0612 - acc: 0.9818
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- ETA: 8s - loss: 0.0597 - acc: 0.9766
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- ETA: 8s - loss: 0.0604 - acc: 0.9781
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- ETA: 8s - loss: 0.0566 - acc: 0.9779
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- ETA: 8s - loss: 0.0570 - acc: 0.9777
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- ETA: 8s - loss: 0.0548 - acc: 0.9785
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- ETA: 8s - loss: 0.0518 - acc: 0.9800
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- ETA: 8s - loss: 0.0495 - acc: 0.9797
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- ETA: 8s - loss: 0.0508 - acc: 0.9787
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- ETA: 8s - loss: 0.0488 - acc: 0.9798
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- ETA: 7s - loss: 0.0506 - acc: 0.9790
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- ETA: 7s - loss: 0.0511 - acc: 0.9788
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- ETA: 7s - loss: 0.0502 - acc: 0.9792
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- ETA: 7s - loss: 0.0481 - acc: 0.9805
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- ETA: 6s - loss: 0.0502 - acc: 0.9803
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- ETA: 5s - loss: 0.0509 - acc: 0.9797
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- ETA: 5s - loss: 0.0501 - acc: 0.9798
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- ETA: 2s - loss: 0.0509 - acc: 0.9800
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- ETA: 1s - loss: 0.0517 - acc: 0.9801
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- ETA: 0s - loss: 0.0513 - acc: 0.9805
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- ETA: 0s - loss: 0.0516 - acc: 0.9804
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- ETA: 0s - loss: 0.0512 - acc: 0.9804
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- ETA: 0s - loss: 0.5687 - acc: 0.8906
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- ETA: 0s - loss: 0.5607 - acc: 0.8945
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- ETA: 0s - loss: 0.6432 - acc: 0.8750
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- ETA: 0s - loss: 0.6516 - acc: 0.8789
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- ETA: 0s - loss: 0.6492 - acc: 0.8781
768/878 [=========================>....]
- ETA: 0s - loss: 0.6730 - acc: 0.8698
878/878 [==============================]
- 1s 630us/sample - loss: 0.6562 - acc: 0.8690
39/39 [==============================]
- 13s 336ms/step - loss: 0.0508 - acc: 0.9803 - val_loss: 0.6541 - val_acc: 0.8690
Epoch 51/100
1/39 [..............................]
- ETA: 6s - loss: 0.0143 - acc: 1.0000
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- ETA: 6s - loss: 0.0204 - acc: 0.9961
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- ETA: 7s - loss: 0.0193 - acc: 0.9948
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- ETA: 8s - loss: 0.0224 - acc: 0.9922
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- ETA: 8s - loss: 0.0197 - acc: 0.9937
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- ETA: 9s - loss: 0.0336 - acc: 0.9909
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- ETA: 9s - loss: 0.0387 - acc: 0.9911
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- ETA: 9s - loss: 0.0390 - acc: 0.9912
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- ETA: 9s - loss: 0.0362 - acc: 0.9922
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- ETA: 8s - loss: 0.0365 - acc: 0.9914
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- ETA: 7s - loss: 0.0354 - acc: 0.9894
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- ETA: 6s - loss: 0.0363 - acc: 0.9873
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- ETA: 0s - loss: 0.0437 - acc: 0.9846
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- ETA: 0s - loss: 0.0437 - acc: 0.9846
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- ETA: 0s - loss: 0.5879 - acc: 0.8807
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- ETA: 0s - loss: 0.4897 - acc: 0.8945
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- ETA: 0s - loss: 0.5640 - acc: 0.8899
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- ETA: 0s - loss: 0.6070 - acc: 0.8865
878/878 [==============================]
- 1s 661us/sample - loss: 0.6078 - acc: 0.8861
39/39 [==============================]
- 14s 351ms/step - loss: 0.0429 - acc: 0.9849 - val_loss: 0.6182 - val_acc: 0.8861
Epoch 52/100
1/39 [..............................]
- ETA: 5s - loss: 0.0389 - acc: 0.9844
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- ETA: 7s - loss: 0.0504 - acc: 0.9805
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- ETA: 7s - loss: 0.0445 - acc: 0.9870
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- ETA: 8s - loss: 0.0438 - acc: 0.9883
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- ETA: 8s - loss: 0.0522 - acc: 0.9844
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- ETA: 8s - loss: 0.0506 - acc: 0.9844
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- ETA: 8s - loss: 0.0498 - acc: 0.9821
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- ETA: 8s - loss: 0.0516 - acc: 0.9824
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- ETA: 8s - loss: 0.0513 - acc: 0.9826
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- ETA: 8s - loss: 0.0475 - acc: 0.9844
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- ETA: 8s - loss: 0.0452 - acc: 0.9851
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- ETA: 7s - loss: 0.0553 - acc: 0.9805
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- ETA: 7s - loss: 0.0558 - acc: 0.9792
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- ETA: 7s - loss: 0.0568 - acc: 0.9780
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- ETA: 6s - loss: 0.0587 - acc: 0.9779
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- ETA: 5s - loss: 0.0586 - acc: 0.9773
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- ETA: 5s - loss: 0.0617 - acc: 0.9759
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- ETA: 3s - loss: 0.0718 - acc: 0.9731
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- ETA: 3s - loss: 0.0713 - acc: 0.9735
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- ETA: 3s - loss: 0.0733 - acc: 0.9731
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- ETA: 2s - loss: 0.0783 - acc: 0.9707
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- ETA: 1s - loss: 0.0754 - acc: 0.9719
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- ETA: 0s - loss: 0.0766 - acc: 0.9709
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- ETA: 0s - loss: 0.0781 - acc: 0.9707
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- ETA: 0s - loss: 0.0794 - acc: 0.9707
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- ETA: 0s - loss: 0.5686 - acc: 0.8750
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- ETA: 0s - loss: 0.5693 - acc: 0.8906
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- ETA: 0s - loss: 0.5982 - acc: 0.8828
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- ETA: 0s - loss: 0.6248 - acc: 0.8789
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- ETA: 0s - loss: 0.6125 - acc: 0.8828
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- ETA: 0s - loss: 0.6248 - acc: 0.8763
878/878 [==============================]
- 1s 612us/sample - loss: 0.6027 - acc: 0.8781
39/39 [==============================]
- 13s 340ms/step - loss: 0.0789 - acc: 0.9710 - val_loss: 0.6000 - val_acc: 0.8781
Epoch 53/100
1/39 [..............................]
- ETA: 21s - loss: 0.0555 - acc: 0.9844
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- ETA: 14s - loss: 0.0531 - acc: 0.9844
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- ETA: 11s - loss: 0.0542 - acc: 0.9818
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- ETA: 10s - loss: 0.0649 - acc: 0.9817
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- ETA: 8s - loss: 0.0611 - acc: 0.9823
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- ETA: 8s - loss: 0.0607 - acc: 0.9826
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- ETA: 9s - loss: 0.0683 - acc: 0.9795
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- ETA: 9s - loss: 0.0685 - acc: 0.9781
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- ETA: 9s - loss: 0.0693 - acc: 0.9779
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- ETA: 9s - loss: 0.0689 - acc: 0.9778
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- ETA: 8s - loss: 0.0676 - acc: 0.9777
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- ETA: 8s - loss: 0.0680 - acc: 0.9776
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- ETA: 8s - loss: 0.0689 - acc: 0.9775
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- ETA: 8s - loss: 0.0684 - acc: 0.9769
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- ETA: 7s - loss: 0.0678 - acc: 0.9769
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- ETA: 7s - loss: 0.0751 - acc: 0.9749
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- ETA: 7s - loss: 0.0727 - acc: 0.9754
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- ETA: 6s - loss: 0.0707 - acc: 0.9759
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- ETA: 6s - loss: 0.0694 - acc: 0.9764
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- ETA: 6s - loss: 0.0697 - acc: 0.9768
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- ETA: 5s - loss: 0.0680 - acc: 0.9775
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- ETA: 5s - loss: 0.0686 - acc: 0.9768
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- ETA: 4s - loss: 0.0649 - acc: 0.9777
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- ETA: 4s - loss: 0.0667 - acc: 0.9764
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- ETA: 3s - loss: 0.0682 - acc: 0.9759
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- ETA: 3s - loss: 0.0677 - acc: 0.9756
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- ETA: 3s - loss: 0.0658 - acc: 0.9764
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- ETA: 2s - loss: 0.0667 - acc: 0.9759
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- ETA: 2s - loss: 0.0653 - acc: 0.9765
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- ETA: 2s - loss: 0.0639 - acc: 0.9772
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- ETA: 1s - loss: 0.0648 - acc: 0.9769
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- ETA: 1s - loss: 0.0679 - acc: 0.9765
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- ETA: 1s - loss: 0.0692 - acc: 0.9762
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- ETA: 0s - loss: 0.0685 - acc: 0.9765
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- ETA: 0s - loss: 0.0669 - acc: 0.9771
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- ETA: 0s - loss: 0.4358 - acc: 0.9062
256/878 [=======>......................]
- ETA: 0s - loss: 0.4820 - acc: 0.9062
384/878 [============>.................]
- ETA: 0s - loss: 0.4875 - acc: 0.9036
512/878 [================>.............]
- ETA: 0s - loss: 0.4925 - acc: 0.9082
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- ETA: 0s - loss: 0.4785 - acc: 0.9047
768/878 [=========================>....]
- ETA: 0s - loss: 0.4914 - acc: 0.9023
878/878 [==============================]
- 1s 603us/sample - loss: 0.4563 - acc: 0.9077
39/39 [==============================]
- 14s 353ms/step - loss: 0.0671 - acc: 0.9769 - val_loss: 0.4520 - val_acc: 0.9077
Epoch 54/100
1/39 [..............................]
- ETA: 5s - loss: 0.0702 - acc: 0.9609
2/39 [>.............................]
- ETA: 6s - loss: 0.0574 - acc: 0.9727
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- ETA: 7s - loss: 0.0686 - acc: 0.9740
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- ETA: 8s - loss: 0.0567 - acc: 0.9785
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- ETA: 8s - loss: 0.0609 - acc: 0.9766
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- ETA: 8s - loss: 0.0577 - acc: 0.9779
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- ETA: 8s - loss: 0.0595 - acc: 0.9788
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- ETA: 8s - loss: 0.0673 - acc: 0.9756
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- ETA: 8s - loss: 0.0653 - acc: 0.9766
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- ETA: 8s - loss: 0.0609 - acc: 0.9781
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- ETA: 8s - loss: 0.0615 - acc: 0.9751
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- ETA: 8s - loss: 0.0726 - acc: 0.9733
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- ETA: 7s - loss: 0.0725 - acc: 0.9736
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- ETA: 7s - loss: 0.0697 - acc: 0.9749
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- ETA: 7s - loss: 0.0676 - acc: 0.9755
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- ETA: 7s - loss: 0.0679 - acc: 0.9751
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- ETA: 6s - loss: 0.0809 - acc: 0.9715
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- ETA: 6s - loss: 0.0787 - acc: 0.9722
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- ETA: 6s - loss: 0.0830 - acc: 0.9704
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- ETA: 5s - loss: 0.1004 - acc: 0.9665
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- ETA: 5s - loss: 0.1050 - acc: 0.9640
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- ETA: 5s - loss: 0.1085 - acc: 0.9621
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- ETA: 4s - loss: 0.1194 - acc: 0.9610
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- ETA: 4s - loss: 0.1216 - acc: 0.9600
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- ETA: 4s - loss: 0.1250 - acc: 0.9594
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- ETA: 3s - loss: 0.1287 - acc: 0.9578
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- ETA: 3s - loss: 0.1286 - acc: 0.9571
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- ETA: 3s - loss: 0.1285 - acc: 0.9572
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- ETA: 2s - loss: 0.1281 - acc: 0.9573
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- ETA: 2s - loss: 0.1260 - acc: 0.9582
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- ETA: 2s - loss: 0.1286 - acc: 0.9568
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- ETA: 1s - loss: 0.1293 - acc: 0.9562
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- ETA: 1s - loss: 0.1293 - acc: 0.9559
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- ETA: 1s - loss: 0.1280 - acc: 0.9561
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- ETA: 0s - loss: 0.1282 - acc: 0.9560
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- ETA: 0s - loss: 0.1299 - acc: 0.9561
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- ETA: 0s - loss: 0.1315 - acc: 0.9556
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- ETA: 0s - loss: 0.3409 - acc: 0.9141
256/878 [=======>......................]
- ETA: 0s - loss: 0.3322 - acc: 0.9141
384/878 [============>.................]
- ETA: 0s - loss: 0.3413 - acc: 0.9036
512/878 [================>.............]
- ETA: 0s - loss: 0.3755 - acc: 0.9082
640/878 [====================>.........]
- ETA: 0s - loss: 0.3734 - acc: 0.9109
768/878 [=========================>....]
- ETA: 0s - loss: 0.4053 - acc: 0.9049
878/878 [==============================]
- 1s 620us/sample - loss: 0.3744 - acc: 0.9100
39/39 [==============================]
- 13s 338ms/step - loss: 0.1313 - acc: 0.9558 - val_loss: 0.3706 - val_acc: 0.9100
Epoch 55/100
1/39 [..............................]
- ETA: 5s - loss: 0.0518 - acc: 0.9817
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- ETA: 5s - loss: 0.0780 - acc: 0.9747
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- ETA: 7s - loss: 0.0880 - acc: 0.9781
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- ETA: 8s - loss: 0.0967 - acc: 0.9716
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- ETA: 8s - loss: 0.0977 - acc: 0.9694
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- ETA: 9s - loss: 0.1204 - acc: 0.9599
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- ETA: 9s - loss: 0.1100 - acc: 0.9635
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- ETA: 9s - loss: 0.1049 - acc: 0.9652
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- ETA: 9s - loss: 0.1032 - acc: 0.9647
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- ETA: 8s - loss: 0.0978 - acc: 0.9675
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- ETA: 8s - loss: 0.0943 - acc: 0.9683
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- ETA: 8s - loss: 0.0945 - acc: 0.9677
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- ETA: 8s - loss: 0.0926 - acc: 0.9672
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- ETA: 7s - loss: 0.0895 - acc: 0.9684
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- ETA: 7s - loss: 0.0863 - acc: 0.9700
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- ETA: 7s - loss: 0.0834 - acc: 0.9719
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- ETA: 7s - loss: 0.0818 - acc: 0.9726
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- ETA: 6s - loss: 0.0817 - acc: 0.9720
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- ETA: 6s - loss: 0.0786 - acc: 0.9731
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- ETA: 6s - loss: 0.0767 - acc: 0.9732
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- ETA: 5s - loss: 0.0762 - acc: 0.9734
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- ETA: 5s - loss: 0.0764 - acc: 0.9732
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- ETA: 3s - loss: 0.0707 - acc: 0.9744
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- ETA: 3s - loss: 0.0699 - acc: 0.9745
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- ETA: 3s - loss: 0.0681 - acc: 0.9754
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- ETA: 3s - loss: 0.0674 - acc: 0.9754
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- ETA: 2s - loss: 0.0669 - acc: 0.9754
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- ETA: 2s - loss: 0.0664 - acc: 0.9760
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- ETA: 2s - loss: 0.0652 - acc: 0.9765
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- ETA: 1s - loss: 0.0651 - acc: 0.9765
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- ETA: 0s - loss: 0.0657 - acc: 0.9763
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- ETA: 0s - loss: 0.0642 - acc: 0.9769
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- ETA: 0s - loss: 0.4622 - acc: 0.8906
256/878 [=======>......................]
- ETA: 0s - loss: 0.4818 - acc: 0.9062
384/878 [============>.................]
- ETA: 0s - loss: 0.5003 - acc: 0.9089
512/878 [================>.............]
- ETA: 0s - loss: 0.5836 - acc: 0.9062
640/878 [====================>.........]
- ETA: 0s - loss: 0.5734 - acc: 0.9016
768/878 [=========================>....]
- ETA: 0s - loss: 0.5711 - acc: 0.8997
878/878 [==============================]
- 1s 605us/sample - loss: 0.5329 - acc: 0.9032
39/39 [==============================]
- 14s 351ms/step - loss: 0.0643 - acc: 0.9773 - val_loss: 0.5283 - val_acc: 0.9032
Epoch 56/100
1/39 [..............................]
- ETA: 7s - loss: 0.0500 - acc: 0.9844
2/39 [>.............................]
- ETA: 14s - loss: 0.0322 - acc: 0.9883
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- ETA: 11s - loss: 0.0297 - acc: 0.9922
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- ETA: 9s - loss: 0.0337 - acc: 0.9902
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- ETA: 8s - loss: 0.0308 - acc: 0.9922
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- ETA: 8s - loss: 0.0347 - acc: 0.9896
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- ETA: 8s - loss: 0.0323 - acc: 0.9911
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- ETA: 8s - loss: 0.0308 - acc: 0.9922
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- ETA: 8s - loss: 0.0334 - acc: 0.9913
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- ETA: 8s - loss: 0.0350 - acc: 0.9898
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- ETA: 8s - loss: 0.0347 - acc: 0.9901
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- ETA: 8s - loss: 0.0345 - acc: 0.9902
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- ETA: 7s - loss: 0.0406 - acc: 0.9874
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- ETA: 7s - loss: 0.0382 - acc: 0.9883
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- ETA: 7s - loss: 0.0374 - acc: 0.9885
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- ETA: 7s - loss: 0.0376 - acc: 0.9883
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- ETA: 6s - loss: 0.0379 - acc: 0.9889
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- ETA: 5s - loss: 0.0367 - acc: 0.9895
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- ETA: 5s - loss: 0.0394 - acc: 0.9888
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878/878 [==============================]
- 1s 608us/sample - loss: 0.5048 - acc: 0.9055
39/39 [==============================]
- 13s 339ms/step - loss: 0.0467 - acc: 0.9845 - val_loss: 0.5020 - val_acc: 0.9055
Epoch 57/100
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- ETA: 6s - loss: 0.0343 - acc: 0.9844
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- ETA: 6s - loss: 0.0356 - acc: 0.9844
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- ETA: 7s - loss: 0.0390 - acc: 0.9818
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- ETA: 9s - loss: 0.0402 - acc: 0.9831
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- ETA: 9s - loss: 0.0419 - acc: 0.9833
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- ETA: 0s - loss: 0.0337 - acc: 0.9869
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- ETA: 0s - loss: 0.0334 - acc: 0.9870
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- ETA: 0s - loss: 0.5021 - acc: 0.8828
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- ETA: 0s - loss: 0.4863 - acc: 0.8945
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- ETA: 0s - loss: 0.5527 - acc: 0.8906
878/878 [==============================]
- 1s 595us/sample - loss: 0.5200 - acc: 0.8929
39/39 [==============================]
- 14s 356ms/step - loss: 0.0327 - acc: 0.9873 - val_loss: 0.5160 - val_acc: 0.8929
Epoch 58/100
1/39 [..............................]
- ETA: 5s - loss: 0.0622 - acc: 0.9766
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- ETA: 7s - loss: 0.0817 - acc: 0.9688
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- ETA: 7s - loss: 0.0676 - acc: 0.9714
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- ETA: 8s - loss: 0.0423 - acc: 0.9831
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- ETA: 8s - loss: 0.0402 - acc: 0.9844
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- ETA: 8s - loss: 0.0376 - acc: 0.9844
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- ETA: 8s - loss: 0.0392 - acc: 0.9844
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- ETA: 8s - loss: 0.0368 - acc: 0.9857
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- ETA: 7s - loss: 0.0346 - acc: 0.9868
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- ETA: 7s - loss: 0.0328 - acc: 0.9877
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- ETA: 7s - loss: 0.0341 - acc: 0.9865
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- ETA: 7s - loss: 0.0331 - acc: 0.9868
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- ETA: 6s - loss: 0.0320 - acc: 0.9876
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- ETA: 6s - loss: 0.0304 - acc: 0.9883
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- ETA: 6s - loss: 0.0292 - acc: 0.9885
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- ETA: 0s - loss: 0.0307 - acc: 0.9887
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- ETA: 0s - loss: 0.0302 - acc: 0.9890
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- ETA: 0s - loss: 0.0312 - acc: 0.9886
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- ETA: 0s - loss: 0.5674 - acc: 0.9062
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- ETA: 0s - loss: 0.4600 - acc: 0.9141
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- ETA: 0s - loss: 0.4924 - acc: 0.9141
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- ETA: 0s - loss: 0.5692 - acc: 0.9121
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- ETA: 0s - loss: 0.5533 - acc: 0.9125
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- ETA: 0s - loss: 0.5567 - acc: 0.9076
878/878 [==============================]
- 1s 612us/sample - loss: 0.5100 - acc: 0.9123
39/39 [==============================]
- 13s 344ms/step - loss: 0.0306 - acc: 0.9889 - val_loss: 0.5043 - val_acc: 0.9123
Epoch 59/100
1/39 [..............................]
- ETA: 5s - loss: 0.0115 - acc: 1.0000
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- ETA: 5s - loss: 0.0265 - acc: 0.9961
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- ETA: 7s - loss: 0.0302 - acc: 0.9922
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- ETA: 8s - loss: 0.0368 - acc: 0.9883
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- ETA: 9s - loss: 0.0359 - acc: 0.9875
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- ETA: 9s - loss: 0.0357 - acc: 0.9857
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- ETA: 9s - loss: 0.0327 - acc: 0.9877
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- ETA: 9s - loss: 0.0297 - acc: 0.9893
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- ETA: 9s - loss: 0.0298 - acc: 0.9887
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- ETA: 8s - loss: 0.0333 - acc: 0.9883
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- ETA: 8s - loss: 0.0321 - acc: 0.9886
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- ETA: 8s - loss: 0.0367 - acc: 0.9844
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- ETA: 8s - loss: 0.0375 - acc: 0.9838
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- ETA: 8s - loss: 0.0367 - acc: 0.9838
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- ETA: 7s - loss: 0.0365 - acc: 0.9839
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- ETA: 7s - loss: 0.0345 - acc: 0.9849
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- ETA: 7s - loss: 0.0349 - acc: 0.9853
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- ETA: 6s - loss: 0.0353 - acc: 0.9852
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- ETA: 6s - loss: 0.0348 - acc: 0.9852
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- ETA: 6s - loss: 0.0339 - acc: 0.9859
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- ETA: 5s - loss: 0.0331 - acc: 0.9866
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- ETA: 5s - loss: 0.0323 - acc: 0.9872
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- ETA: 4s - loss: 0.0330 - acc: 0.9869
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- ETA: 4s - loss: 0.0319 - acc: 0.9874
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- ETA: 3s - loss: 0.0311 - acc: 0.9878
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- ETA: 3s - loss: 0.0312 - acc: 0.9877
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- ETA: 3s - loss: 0.0303 - acc: 0.9881
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- ETA: 2s - loss: 0.0318 - acc: 0.9877
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- ETA: 2s - loss: 0.0319 - acc: 0.9876
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- ETA: 2s - loss: 0.0310 - acc: 0.9880
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- ETA: 2s - loss: 0.0306 - acc: 0.9881
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- ETA: 1s - loss: 0.0306 - acc: 0.9880
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- ETA: 1s - loss: 0.0310 - acc: 0.9879
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- ETA: 1s - loss: 0.0317 - acc: 0.9878
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- ETA: 0s - loss: 0.0315 - acc: 0.9879
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- ETA: 0s - loss: 0.0315 - acc: 0.9880
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- ETA: 0s - loss: 0.4010 - acc: 0.9219
256/878 [=======>......................]
- ETA: 0s - loss: 0.3705 - acc: 0.9219
384/878 [============>.................]
- ETA: 0s - loss: 0.3941 - acc: 0.9219
512/878 [================>.............]
- ETA: 0s - loss: 0.5116 - acc: 0.9141
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- ETA: 0s - loss: 0.5097 - acc: 0.9156
768/878 [=========================>....]
- ETA: 0s - loss: 0.4978 - acc: 0.9167
878/878 [==============================]
- 1s 600us/sample - loss: 0.4678 - acc: 0.9203
39/39 [==============================]
- 14s 351ms/step - loss: 0.0309 - acc: 0.9881 - val_loss: 0.4641 - val_acc: 0.9203
Epoch 60/100
1/39 [..............................]
- ETA: 5s - loss: 0.0147 - acc: 1.0000
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- ETA: 5s - loss: 0.0158 - acc: 0.9961
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- ETA: 6s - loss: 0.0203 - acc: 0.9948
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- ETA: 7s - loss: 0.0246 - acc: 0.9902
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- ETA: 8s - loss: 0.0292 - acc: 0.9875
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- ETA: 8s - loss: 0.0278 - acc: 0.9880
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- ETA: 8s - loss: 0.0267 - acc: 0.9886
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- ETA: 8s - loss: 0.0239 - acc: 0.9900
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- ETA: 8s - loss: 0.0280 - acc: 0.9894
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- ETA: 8s - loss: 0.0273 - acc: 0.9897
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- ETA: 7s - loss: 0.0284 - acc: 0.9899
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- ETA: 7s - loss: 0.0282 - acc: 0.9901
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- ETA: 7s - loss: 0.0267 - acc: 0.9909
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- ETA: 7s - loss: 0.0278 - acc: 0.9904
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- ETA: 7s - loss: 0.0266 - acc: 0.9911
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- ETA: 6s - loss: 0.0284 - acc: 0.9906
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- ETA: 6s - loss: 0.0270 - acc: 0.9912
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- ETA: 6s - loss: 0.0260 - acc: 0.9917
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- ETA: 6s - loss: 0.0266 - acc: 0.9909
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- ETA: 5s - loss: 0.0258 - acc: 0.9913
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- ETA: 5s - loss: 0.0263 - acc: 0.9914
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- ETA: 5s - loss: 0.0258 - acc: 0.9914
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- ETA: 4s - loss: 0.0251 - acc: 0.9918
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- ETA: 3s - loss: 0.0290 - acc: 0.9910
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- ETA: 3s - loss: 0.0292 - acc: 0.9907
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- ETA: 3s - loss: 0.0285 - acc: 0.9908
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- ETA: 2s - loss: 0.0286 - acc: 0.9908
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- ETA: 2s - loss: 0.0283 - acc: 0.9909
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- ETA: 2s - loss: 0.0278 - acc: 0.9909
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- ETA: 1s - loss: 0.0280 - acc: 0.9907
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- ETA: 1s - loss: 0.0286 - acc: 0.9906
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- ETA: 0s - loss: 0.0282 - acc: 0.9908
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- ETA: 0s - loss: 0.0298 - acc: 0.9907
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- ETA: 0s - loss: 0.0300 - acc: 0.9903
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- ETA: 0s - loss: 0.7893 - acc: 0.8750
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- ETA: 0s - loss: 0.7017 - acc: 0.8789
384/878 [============>.................]
- ETA: 0s - loss: 0.7062 - acc: 0.8750
512/878 [================>.............]
- ETA: 0s - loss: 0.7460 - acc: 0.8711
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- ETA: 0s - loss: 0.7345 - acc: 0.8766
768/878 [=========================>....]
- ETA: 0s - loss: 0.7312 - acc: 0.8711
878/878 [==============================]
- 1s 977us/sample - loss: 0.6932 - acc: 0.8747
39/39 [==============================]
- 13s 343ms/step - loss: 0.0307 - acc: 0.9901 - val_loss: 0.6885 - val_acc: 0.8747
Epoch 61/100
1/39 [..............................]
- ETA: 7s - loss: 0.0396 - acc: 0.9844
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- ETA: 6s - loss: 0.0403 - acc: 0.9844
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- ETA: 6s - loss: 0.0390 - acc: 0.9844
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- ETA: 6s - loss: 0.0467 - acc: 0.9863
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- ETA: 6s - loss: 0.0498 - acc: 0.9812
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- ETA: 7s - loss: 0.0469 - acc: 0.9831
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- ETA: 7s - loss: 0.0442 - acc: 0.9844
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- ETA: 8s - loss: 0.0404 - acc: 0.9863
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- ETA: 8s - loss: 0.0451 - acc: 0.9844
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- ETA: 8s - loss: 0.0511 - acc: 0.9812
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- ETA: 8s - loss: 0.0536 - acc: 0.9808
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- ETA: 8s - loss: 0.0576 - acc: 0.9792
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- ETA: 7s - loss: 0.0700 - acc: 0.9784
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- ETA: 7s - loss: 0.0696 - acc: 0.9777
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- ETA: 7s - loss: 0.0678 - acc: 0.9776
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- ETA: 7s - loss: 0.0735 - acc: 0.9756
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- ETA: 6s - loss: 0.0709 - acc: 0.9766
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- ETA: 6s - loss: 0.0691 - acc: 0.9778
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- ETA: 6s - loss: 0.0713 - acc: 0.9766
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- ETA: 5s - loss: 0.0704 - acc: 0.9773
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- ETA: 5s - loss: 0.0723 - acc: 0.9766
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- ETA: 5s - loss: 0.0713 - acc: 0.9769
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- ETA: 4s - loss: 0.0747 - acc: 0.9762
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- ETA: 4s - loss: 0.0725 - acc: 0.9769
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- ETA: 4s - loss: 0.0713 - acc: 0.9773
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878/878 [==============================]
- 1s 602us/sample - loss: 0.6319 - acc: 0.8907
39/39 [==============================]
- 14s 348ms/step - loss: 0.0600 - acc: 0.9811 - val_loss: 0.6297 - val_acc: 0.8907
Epoch 62/100
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- ETA: 5s - loss: 0.0139 - acc: 0.9922
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- ETA: 6s - loss: 0.0576 - acc: 0.9805
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- ETA: 7s - loss: 0.0493 - acc: 0.9844
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- ETA: 8s - loss: 0.0389 - acc: 0.9857
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- ETA: 8s - loss: 0.0379 - acc: 0.9866
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878/878 [==============================]
- 1s 626us/sample - loss: 0.6047 - acc: 0.8929
39/39 [==============================]
- 13s 340ms/step - loss: 0.0459 - acc: 0.9849 - val_loss: 0.6009 - val_acc: 0.8929
Epoch 63/100
1/39 [..............................]
- ETA: 5s - loss: 0.0132 - acc: 0.9922
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- ETA: 5s - loss: 0.0281 - acc: 0.9844
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- ETA: 0s - loss: 0.5398 - acc: 0.8945
878/878 [==============================]
- 1s 599us/sample - loss: 0.5018 - acc: 0.8986
39/39 [==============================]
- 14s 350ms/step - loss: 0.0563 - acc: 0.9801 - val_loss: 0.4971 - val_acc: 0.8986
Epoch 64/100
1/39 [..............................]
- ETA: 5s - loss: 0.0190 - acc: 0.9922
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- ETA: 5s - loss: 0.0287 - acc: 0.9883
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- ETA: 6s - loss: 0.0386 - acc: 0.9844
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- ETA: 0s - loss: 0.0283 - acc: 0.9911
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- ETA: 0s - loss: 0.0289 - acc: 0.9907
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- ETA: 0s - loss: 0.0291 - acc: 0.9907
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- ETA: 0s - loss: 0.3739 - acc: 0.8984
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- ETA: 0s - loss: 0.3568 - acc: 0.8984
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- ETA: 0s - loss: 0.3631 - acc: 0.9062
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- ETA: 0s - loss: 0.4658 - acc: 0.9121
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- ETA: 0s - loss: 0.4597 - acc: 0.9141
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- ETA: 0s - loss: 0.4794 - acc: 0.9102
878/878 [==============================]
- 1s 927us/sample - loss: 0.4515 - acc: 0.9134
39/39 [==============================]
- 13s 345ms/step - loss: 0.0284 - acc: 0.9910 - val_loss: 0.4481 - val_acc: 0.9134
Epoch 65/100
1/39 [..............................]
- ETA: 7s - loss: 0.0111 - acc: 0.9922
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- ETA: 7s - loss: 0.0139 - acc: 0.9922
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- ETA: 6s - loss: 0.0133 - acc: 0.9948
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- ETA: 7s - loss: 0.0254 - acc: 0.9922
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- ETA: 7s - loss: 0.0276 - acc: 0.9909
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- ETA: 8s - loss: 0.0245 - acc: 0.9922
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- ETA: 8s - loss: 0.0220 - acc: 0.9939
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- ETA: 8s - loss: 0.0293 - acc: 0.9914
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- ETA: 6s - loss: 0.0264 - acc: 0.9921
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- ETA: 5s - loss: 0.0279 - acc: 0.9913
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- ETA: 1s - loss: 0.0258 - acc: 0.9913
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- ETA: 0s - loss: 0.0259 - acc: 0.9913
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- ETA: 0s - loss: 0.0267 - acc: 0.9909
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- ETA: 0s - loss: 0.0268 - acc: 0.9907
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- ETA: 0s - loss: 0.4849 - acc: 0.8828
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- ETA: 0s - loss: 0.4889 - acc: 0.8906
384/878 [============>.................]
- ETA: 0s - loss: 0.4522 - acc: 0.8984
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- ETA: 0s - loss: 0.5203 - acc: 0.9062
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- ETA: 0s - loss: 0.5230 - acc: 0.9109
768/878 [=========================>....]
- ETA: 0s - loss: 0.5056 - acc: 0.9076
878/878 [==============================]
- 1s 596us/sample - loss: 0.4681 - acc: 0.9112
39/39 [==============================]
- 13s 345ms/step - loss: 0.0264 - acc: 0.9910 - val_loss: 0.4635 - val_acc: 0.9112
Epoch 66/100
1/39 [..............................]
- ETA: 5s - loss: 0.0229 - acc: 0.9922
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- ETA: 5s - loss: 0.0163 - acc: 0.9961
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- ETA: 7s - loss: 0.0309 - acc: 0.9922
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- ETA: 8s - loss: 0.0264 - acc: 0.9922
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- ETA: 8s - loss: 0.0227 - acc: 0.9935
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- ETA: 8s - loss: 0.0213 - acc: 0.9933
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- ETA: 8s - loss: 0.0240 - acc: 0.9922
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- ETA: 8s - loss: 0.0242 - acc: 0.9913
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- ETA: 8s - loss: 0.0253 - acc: 0.9906
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- ETA: 8s - loss: 0.0239 - acc: 0.9915
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- ETA: 7s - loss: 0.0259 - acc: 0.9911
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- ETA: 6s - loss: 0.0274 - acc: 0.9896
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- ETA: 6s - loss: 0.0288 - acc: 0.9892
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- ETA: 5s - loss: 0.0284 - acc: 0.9898
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- ETA: 5s - loss: 0.0280 - acc: 0.9899
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- ETA: 5s - loss: 0.0330 - acc: 0.9882
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- ETA: 3s - loss: 0.0403 - acc: 0.9871
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- ETA: 1s - loss: 0.0428 - acc: 0.9857
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- ETA: 0s - loss: 0.0469 - acc: 0.9843
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- ETA: 0s - loss: 0.0475 - acc: 0.9843
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- ETA: 0s - loss: 0.0465 - acc: 0.9847
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- ETA: 0s - loss: 0.4512 - acc: 0.9219
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- ETA: 0s - loss: 0.4784 - acc: 0.9023
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- ETA: 0s - loss: 0.4807 - acc: 0.9010
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- ETA: 0s - loss: 0.5301 - acc: 0.9043
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- ETA: 0s - loss: 0.5188 - acc: 0.9062
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- ETA: 0s - loss: 0.4927 - acc: 0.9102
878/878 [==============================]
- 1s 755us/sample - loss: 0.4743 - acc: 0.9157
39/39 [==============================]
- 13s 339ms/step - loss: 0.0462 - acc: 0.9849 - val_loss: 0.4720 - val_acc: 0.9157
Epoch 67/100
1/39 [..............................]
- ETA: 26s - loss: 0.1014 - acc: 0.9531
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- ETA: 21s - loss: 0.0555 - acc: 0.9766
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- ETA: 16s - loss: 0.0406 - acc: 0.9844
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- ETA: 13s - loss: 0.0766 - acc: 0.9746
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- ETA: 11s - loss: 0.0684 - acc: 0.9766
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- ETA: 10s - loss: 0.0645 - acc: 0.9773
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- ETA: 9s - loss: 0.0613 - acc: 0.9783
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- ETA: 8s - loss: 0.0563 - acc: 0.9801
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- ETA: 8s - loss: 0.0574 - acc: 0.9806
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- ETA: 8s - loss: 0.0569 - acc: 0.9802
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- ETA: 8s - loss: 0.0571 - acc: 0.9806
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- ETA: 8s - loss: 0.0577 - acc: 0.9809
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- ETA: 8s - loss: 0.0557 - acc: 0.9818
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- ETA: 8s - loss: 0.0545 - acc: 0.9814
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- ETA: 7s - loss: 0.0584 - acc: 0.9800
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- ETA: 7s - loss: 0.0567 - acc: 0.9808
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- ETA: 6s - loss: 0.0536 - acc: 0.9816
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- ETA: 6s - loss: 0.0538 - acc: 0.9818
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- ETA: 6s - loss: 0.0526 - acc: 0.9823
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- ETA: 0s - loss: 0.0564 - acc: 0.9809
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- ETA: 0s - loss: 0.0575 - acc: 0.9802
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- ETA: 0s - loss: 0.3652 - acc: 0.9141
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- ETA: 0s - loss: 0.3424 - acc: 0.9141
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- ETA: 0s - loss: 0.3821 - acc: 0.9115
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- ETA: 0s - loss: 0.4414 - acc: 0.9160
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- ETA: 0s - loss: 0.4406 - acc: 0.9156
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- ETA: 0s - loss: 0.4348 - acc: 0.9154
878/878 [==============================]
- 1s 619us/sample - loss: 0.4287 - acc: 0.9169
39/39 [==============================]
- 14s 359ms/step - loss: 0.0565 - acc: 0.9805 - val_loss: 0.4279 - val_acc: 0.9169
Epoch 68/100
1/39 [..............................]
- ETA: 6s - loss: 0.0592 - acc: 0.9844
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- ETA: 6s - loss: 0.0453 - acc: 0.9883
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- ETA: 7s - loss: 0.0832 - acc: 0.9818
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- ETA: 8s - loss: 0.0665 - acc: 0.9844
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- ETA: 8s - loss: 0.0606 - acc: 0.9859
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- ETA: 8s - loss: 0.0602 - acc: 0.9831
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- ETA: 8s - loss: 0.0567 - acc: 0.9852
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- ETA: 8s - loss: 0.0549 - acc: 0.9841
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- ETA: 8s - loss: 0.0547 - acc: 0.9841
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- ETA: 8s - loss: 0.0579 - acc: 0.9833
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- ETA: 8s - loss: 0.0557 - acc: 0.9827
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- ETA: 8s - loss: 0.0543 - acc: 0.9822
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- ETA: 8s - loss: 0.0530 - acc: 0.9830
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- ETA: 7s - loss: 0.0540 - acc: 0.9825
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- ETA: 7s - loss: 0.0542 - acc: 0.9811
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- ETA: 7s - loss: 0.0570 - acc: 0.9803
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- ETA: 6s - loss: 0.0553 - acc: 0.9805
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- ETA: 6s - loss: 0.0533 - acc: 0.9812
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- ETA: 6s - loss: 0.0533 - acc: 0.9801
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- ETA: 6s - loss: 0.0521 - acc: 0.9803
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- ETA: 5s - loss: 0.0502 - acc: 0.9813
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- ETA: 5s - loss: 0.0498 - acc: 0.9818
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- ETA: 3s - loss: 0.0455 - acc: 0.9828
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- ETA: 3s - loss: 0.0463 - acc: 0.9832
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- ETA: 3s - loss: 0.0457 - acc: 0.9832
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- ETA: 2s - loss: 0.0454 - acc: 0.9833
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- ETA: 2s - loss: 0.0452 - acc: 0.9835
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- ETA: 2s - loss: 0.0442 - acc: 0.9841
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- ETA: 1s - loss: 0.0431 - acc: 0.9845
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- ETA: 1s - loss: 0.0428 - acc: 0.9845
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- ETA: 1s - loss: 0.0429 - acc: 0.9845
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- ETA: 0s - loss: 0.0421 - acc: 0.9850
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- ETA: 0s - loss: 0.0413 - acc: 0.9852
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- ETA: 0s - loss: 0.0414 - acc: 0.9851
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- ETA: 0s - loss: 0.3291 - acc: 0.9219
256/878 [=======>......................]
- ETA: 0s - loss: 0.3491 - acc: 0.9180
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- ETA: 0s - loss: 0.3790 - acc: 0.9193
512/878 [================>.............]
- ETA: 0s - loss: 0.4411 - acc: 0.9219
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- ETA: 0s - loss: 0.4417 - acc: 0.9219
768/878 [=========================>....]
- ETA: 0s - loss: 0.4405 - acc: 0.9180
878/878 [==============================]
- 1s 652us/sample - loss: 0.4146 - acc: 0.9226
39/39 [==============================]
- 13s 343ms/step - loss: 0.0407 - acc: 0.9855 - val_loss: 0.4114 - val_acc: 0.9226
Epoch 69/100
1/39 [..............................]
- ETA: 6s - loss: 0.0187 - acc: 0.9922
2/39 [>.............................]
- ETA: 6s - loss: 0.0189 - acc: 0.9922
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- ETA: 7s - loss: 0.0287 - acc: 0.9870
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- ETA: 8s - loss: 0.0306 - acc: 0.9863
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- ETA: 8s - loss: 0.0252 - acc: 0.9891
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- ETA: 9s - loss: 0.0240 - acc: 0.9896
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- ETA: 9s - loss: 0.0267 - acc: 0.9877
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- ETA: 9s - loss: 0.0246 - acc: 0.9883
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- ETA: 9s - loss: 0.0240 - acc: 0.9887
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- ETA: 9s - loss: 0.0233 - acc: 0.9898
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- ETA: 9s - loss: 0.0265 - acc: 0.9879
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- ETA: 8s - loss: 0.0248 - acc: 0.9889
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- ETA: 8s - loss: 0.0231 - acc: 0.9898
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- ETA: 8s - loss: 0.0227 - acc: 0.9900
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- ETA: 7s - loss: 0.0228 - acc: 0.9901
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- ETA: 7s - loss: 0.0231 - acc: 0.9902
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- ETA: 7s - loss: 0.0298 - acc: 0.9885
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- ETA: 6s - loss: 0.0290 - acc: 0.9891
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- ETA: 6s - loss: 0.0286 - acc: 0.9893
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- ETA: 6s - loss: 0.0273 - acc: 0.9898
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- ETA: 6s - loss: 0.0269 - acc: 0.9899
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- ETA: 5s - loss: 0.0264 - acc: 0.9900
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- ETA: 5s - loss: 0.0263 - acc: 0.9901
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- ETA: 4s - loss: 0.0247 - acc: 0.9909
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- ETA: 4s - loss: 0.0245 - acc: 0.9909
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- ETA: 4s - loss: 0.0242 - acc: 0.9913
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- ETA: 3s - loss: 0.0243 - acc: 0.9910
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- ETA: 3s - loss: 0.0239 - acc: 0.9911
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- ETA: 3s - loss: 0.0237 - acc: 0.9911
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- ETA: 2s - loss: 0.0235 - acc: 0.9911
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- ETA: 2s - loss: 0.0234 - acc: 0.9912
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- ETA: 2s - loss: 0.0232 - acc: 0.9914
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- ETA: 1s - loss: 0.0237 - acc: 0.9908
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- ETA: 1s - loss: 0.0238 - acc: 0.9906
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- ETA: 1s - loss: 0.0236 - acc: 0.9904
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- ETA: 0s - loss: 0.0232 - acc: 0.9907
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- ETA: 0s - loss: 0.0228 - acc: 0.9909
128/878 [===>..........................]
- ETA: 0s - loss: 0.7581 - acc: 0.8750
256/878 [=======>......................]
- ETA: 0s - loss: 0.7515 - acc: 0.8906
384/878 [============>.................]
- ETA: 0s - loss: 0.8285 - acc: 0.8854
512/878 [================>.............]
- ETA: 0s - loss: 0.8710 - acc: 0.8809
640/878 [====================>.........]
- ETA: 0s - loss: 0.8786 - acc: 0.8828
768/878 [=========================>....]
- ETA: 0s - loss: 0.9035 - acc: 0.8763
878/878 [==============================]
- 1s 645us/sample - loss: 0.9091 - acc: 0.8747
39/39 [==============================]
- 14s 360ms/step - loss: 0.0226 - acc: 0.9910 - val_loss: 0.9098 - val_acc: 0.8747
Epoch 70/100
1/39 [..............................]
- ETA: 5s - loss: 0.0633 - acc: 0.9844
2/39 [>.............................]
- ETA: 5s - loss: 0.0524 - acc: 0.9844
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- ETA: 6s - loss: 0.0391 - acc: 0.9870
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- ETA: 7s - loss: 0.0303 - acc: 0.9902
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- ETA: 8s - loss: 0.0271 - acc: 0.9906
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- ETA: 8s - loss: 0.0231 - acc: 0.9922
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- ETA: 8s - loss: 0.0226 - acc: 0.9911
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- ETA: 8s - loss: 0.0202 - acc: 0.9922
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- ETA: 8s - loss: 0.0216 - acc: 0.9922
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- ETA: 8s - loss: 0.0258 - acc: 0.9906
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- ETA: 8s - loss: 0.0250 - acc: 0.9908
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- ETA: 7s - loss: 0.0236 - acc: 0.9915
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- ETA: 7s - loss: 0.0226 - acc: 0.9916
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- ETA: 7s - loss: 0.0228 - acc: 0.9916
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- ETA: 7s - loss: 0.0240 - acc: 0.9911
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- ETA: 7s - loss: 0.0233 - acc: 0.9917
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- ETA: 6s - loss: 0.0226 - acc: 0.9917
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- ETA: 6s - loss: 0.0217 - acc: 0.9922
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- ETA: 6s - loss: 0.0223 - acc: 0.9918
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- ETA: 5s - loss: 0.0216 - acc: 0.9922
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- ETA: 5s - loss: 0.0216 - acc: 0.9922
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- ETA: 5s - loss: 0.0218 - acc: 0.9918
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- ETA: 5s - loss: 0.0212 - acc: 0.9922
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- ETA: 4s - loss: 0.0206 - acc: 0.9925
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- ETA: 4s - loss: 0.0218 - acc: 0.9919
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- ETA: 4s - loss: 0.0224 - acc: 0.9913
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- ETA: 3s - loss: 0.0217 - acc: 0.9916
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- ETA: 3s - loss: 0.0218 - acc: 0.9916
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- ETA: 3s - loss: 0.0226 - acc: 0.9911
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- ETA: 2s - loss: 0.0223 - acc: 0.9911
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- ETA: 2s - loss: 0.0226 - acc: 0.9912
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- ETA: 2s - loss: 0.0221 - acc: 0.9915
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- ETA: 1s - loss: 0.0218 - acc: 0.9917
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- ETA: 1s - loss: 0.0212 - acc: 0.9920
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- ETA: 1s - loss: 0.0213 - acc: 0.9920
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- ETA: 0s - loss: 0.0233 - acc: 0.9917
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- ETA: 0s - loss: 0.0230 - acc: 0.9919
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- ETA: 0s - loss: 0.0266 - acc: 0.9911
128/878 [===>..........................]
- ETA: 0s - loss: 0.4735 - acc: 0.9219
256/878 [=======>......................]
- ETA: 0s - loss: 0.5009 - acc: 0.9102
384/878 [============>.................]
- ETA: 0s - loss: 0.5515 - acc: 0.9036
512/878 [================>.............]
- ETA: 0s - loss: 0.6196 - acc: 0.9043
640/878 [====================>.........]
- ETA: 0s - loss: 0.6065 - acc: 0.9047
768/878 [=========================>....]
- ETA: 0s - loss: 0.6182 - acc: 0.9023
878/878 [==============================]
- 1s 626us/sample - loss: 0.5997 - acc: 0.9066
39/39 [==============================]
- 13s 341ms/step - loss: 0.0275 - acc: 0.9908 - val_loss: 0.5974 - val_acc: 0.9066
Epoch 71/100
1/39 [..............................]
- ETA: 5s - loss: 0.0171 - acc: 0.9922
2/39 [>.............................]
- ETA: 6s - loss: 0.0410 - acc: 0.9883
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- ETA: 8s - loss: 0.0588 - acc: 0.9818
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- ETA: 9s - loss: 0.0444 - acc: 0.9863
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- ETA: 9s - loss: 0.0500 - acc: 0.9844
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- ETA: 9s - loss: 0.0461 - acc: 0.9857
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- ETA: 9s - loss: 0.0516 - acc: 0.9844
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- ETA: 9s - loss: 0.0520 - acc: 0.9844
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- ETA: 9s - loss: 0.0513 - acc: 0.9852
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- ETA: 9s - loss: 0.0491 - acc: 0.9849
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- ETA: 9s - loss: 0.0546 - acc: 0.9820
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- ETA: 8s - loss: 0.0513 - acc: 0.9835
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- ETA: 8s - loss: 0.0535 - acc: 0.9824
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- ETA: 8s - loss: 0.0574 - acc: 0.9814
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- ETA: 7s - loss: 0.0556 - acc: 0.9816
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- ETA: 7s - loss: 0.0556 - acc: 0.9818
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- ETA: 7s - loss: 0.0718 - acc: 0.9796
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- ETA: 7s - loss: 0.0707 - acc: 0.9799
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- ETA: 6s - loss: 0.0696 - acc: 0.9793
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- ETA: 6s - loss: 0.0753 - acc: 0.9772
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- ETA: 6s - loss: 0.0771 - acc: 0.9764
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- ETA: 5s - loss: 0.0754 - acc: 0.9764
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- ETA: 5s - loss: 0.0759 - acc: 0.9757
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- ETA: 5s - loss: 0.0824 - acc: 0.9741
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- ETA: 4s - loss: 0.0833 - acc: 0.9739
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- ETA: 4s - loss: 0.0852 - acc: 0.9722
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- ETA: 4s - loss: 0.0845 - acc: 0.9724
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- ETA: 3s - loss: 0.0828 - acc: 0.9731
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- ETA: 3s - loss: 0.0883 - acc: 0.9716
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- ETA: 3s - loss: 0.0892 - acc: 0.9715
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- ETA: 2s - loss: 0.0916 - acc: 0.9704
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- ETA: 2s - loss: 0.0897 - acc: 0.9708
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- ETA: 2s - loss: 0.0898 - acc: 0.9707
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- ETA: 1s - loss: 0.0890 - acc: 0.9712
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- ETA: 1s - loss: 0.0915 - acc: 0.9697
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- ETA: 1s - loss: 0.0929 - acc: 0.9691
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- ETA: 0s - loss: 0.0919 - acc: 0.9695
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- ETA: 0s - loss: 0.0906 - acc: 0.9695
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- ETA: 0s - loss: 0.5379 - acc: 0.8828
256/878 [=======>......................]
- ETA: 0s - loss: 0.4382 - acc: 0.8867
384/878 [============>.................]
- ETA: 0s - loss: 0.4147 - acc: 0.8958
512/878 [================>.............]
- ETA: 0s - loss: 0.4337 - acc: 0.9043
640/878 [====================>.........]
- ETA: 0s - loss: 0.4043 - acc: 0.9078
768/878 [=========================>....]
- ETA: 0s - loss: 0.4022 - acc: 0.9062
878/878 [==============================]
- 1s 610us/sample - loss: 0.3945 - acc: 0.9055
39/39 [==============================]
- 14s 363ms/step - loss: 0.0892 - acc: 0.9702 - val_loss: 0.3935 - val_acc: 0.9055
Epoch 72/100
1/39 [..............................]
- ETA: 5s - loss: 0.0209 - acc: 1.0000
2/39 [>.............................]
- ETA: 5s - loss: 0.0282 - acc: 0.9961
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- ETA: 6s - loss: 0.0278 - acc: 0.9974
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- ETA: 8s - loss: 0.0346 - acc: 0.9922
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- ETA: 8s - loss: 0.0343 - acc: 0.9891
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- ETA: 8s - loss: 0.0363 - acc: 0.9883
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- ETA: 8s - loss: 0.0394 - acc: 0.9877
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- ETA: 8s - loss: 0.0364 - acc: 0.9883
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- ETA: 8s - loss: 0.0351 - acc: 0.9887
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- ETA: 8s - loss: 0.0320 - acc: 0.9898
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- ETA: 8s - loss: 0.0391 - acc: 0.9872
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- ETA: 7s - loss: 0.0417 - acc: 0.9855
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- ETA: 7s - loss: 0.0440 - acc: 0.9844
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878/878 [==============================]
- 1s 1ms/sample - loss: 0.5108 - acc: 0.9123
39/39 [==============================]
- 14s 354ms/step - loss: 0.0509 - acc: 0.9823 - val_loss: 0.5072 - val_acc: 0.9123
Epoch 73/100
1/39 [..............................]
- ETA: 7s - loss: 0.0403 - acc: 0.9766
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- ETA: 6s - loss: 0.0515 - acc: 0.9844
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- ETA: 6s - loss: 0.0454 - acc: 0.9818
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- ETA: 0s - loss: 0.5871 - acc: 0.9023
878/878 [==============================]
- 1s 678us/sample - loss: 0.5561 - acc: 0.9043
39/39 [==============================]
- 14s 349ms/step - loss: 0.0359 - acc: 0.9863 - val_loss: 0.5523 - val_acc: 0.9043
Epoch 74/100
1/39 [..............................]
- ETA: 6s - loss: 0.0280 - acc: 0.9922
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- ETA: 6s - loss: 0.0251 - acc: 0.9922
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- ETA: 6s - loss: 0.0333 - acc: 0.9896
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- ETA: 8s - loss: 0.0344 - acc: 0.9891
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- ETA: 8s - loss: 0.0306 - acc: 0.9909
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- ETA: 8s - loss: 0.0375 - acc: 0.9905
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- ETA: 8s - loss: 0.0346 - acc: 0.9914
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- ETA: 8s - loss: 0.0361 - acc: 0.9893
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- ETA: 0s - loss: 0.0278 - acc: 0.9911
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- ETA: 0s - loss: 0.0273 - acc: 0.9913
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- ETA: 0s - loss: 0.3960 - acc: 0.9219
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- ETA: 0s - loss: 0.4849 - acc: 0.9102
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- ETA: 0s - loss: 0.5276 - acc: 0.9089
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- ETA: 0s - loss: 0.5995 - acc: 0.9062
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- ETA: 0s - loss: 0.5953 - acc: 0.9062
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- ETA: 0s - loss: 0.5831 - acc: 0.9062
878/878 [==============================]
- 1s 960us/sample - loss: 0.5555 - acc: 0.9100
39/39 [==============================]
- 14s 349ms/step - loss: 0.0269 - acc: 0.9914 - val_loss: 0.5521 - val_acc: 0.9100
Epoch 75/100
1/39 [..............................]
- ETA: 10s - loss: 0.0020 - acc: 1.0000
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- ETA: 8s - loss: 0.0052 - acc: 0.9961
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- ETA: 7s - loss: 0.0048 - acc: 0.9974
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- ETA: 7s - loss: 0.0113 - acc: 0.9969
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- ETA: 7s - loss: 0.0161 - acc: 0.9948
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- ETA: 8s - loss: 0.0132 - acc: 0.9961
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- ETA: 6s - loss: 0.0176 - acc: 0.9946
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- ETA: 3s - loss: 0.0192 - acc: 0.9940
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- ETA: 2s - loss: 0.0192 - acc: 0.9939
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- ETA: 2s - loss: 0.0187 - acc: 0.9941
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- ETA: 1s - loss: 0.0190 - acc: 0.9941
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- ETA: 1s - loss: 0.0186 - acc: 0.9942
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- ETA: 0s - loss: 0.0181 - acc: 0.9943
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- ETA: 0s - loss: 0.0184 - acc: 0.9941
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- ETA: 0s - loss: 0.0187 - acc: 0.9938
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- ETA: 0s - loss: 0.4762 - acc: 0.9141
256/878 [=======>......................]
- ETA: 0s - loss: 0.5612 - acc: 0.8984
384/878 [============>.................]
- ETA: 0s - loss: 0.6105 - acc: 0.8958
512/878 [================>.............]
- ETA: 0s - loss: 0.6309 - acc: 0.8984
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- ETA: 0s - loss: 0.6258 - acc: 0.8953
768/878 [=========================>....]
- ETA: 0s - loss: 0.6166 - acc: 0.8971
878/878 [==============================]
- 1s 611us/sample - loss: 0.5872 - acc: 0.8998
39/39 [==============================]
- 13s 345ms/step - loss: 0.0185 - acc: 0.9940 - val_loss: 0.5836 - val_acc: 0.8998
Epoch 76/100
1/39 [..............................]
- ETA: 5s - loss: 0.0165 - acc: 0.9922
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- ETA: 5s - loss: 0.0104 - acc: 0.9961
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- ETA: 7s - loss: 0.0157 - acc: 0.9948
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- ETA: 8s - loss: 0.0148 - acc: 0.9961
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- ETA: 8s - loss: 0.0146 - acc: 0.9953
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- ETA: 8s - loss: 0.0125 - acc: 0.9961
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- ETA: 8s - loss: 0.0111 - acc: 0.9967
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- ETA: 8s - loss: 0.0123 - acc: 0.9951
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- ETA: 8s - loss: 0.0116 - acc: 0.9957
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- ETA: 8s - loss: 0.0119 - acc: 0.9953
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- ETA: 8s - loss: 0.0122 - acc: 0.9950
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- ETA: 7s - loss: 0.0120 - acc: 0.9947
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- ETA: 7s - loss: 0.0116 - acc: 0.9951
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- ETA: 7s - loss: 0.0113 - acc: 0.9955
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- ETA: 7s - loss: 0.0125 - acc: 0.9942
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- ETA: 7s - loss: 0.0122 - acc: 0.9946
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- ETA: 6s - loss: 0.0117 - acc: 0.9952
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- ETA: 6s - loss: 0.0114 - acc: 0.9954
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- ETA: 5s - loss: 0.0110 - acc: 0.9957
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- ETA: 5s - loss: 0.0106 - acc: 0.9959
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- ETA: 5s - loss: 0.0102 - acc: 0.9961
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- ETA: 3s - loss: 0.0101 - acc: 0.9962
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- ETA: 3s - loss: 0.0102 - acc: 0.9964
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- ETA: 3s - loss: 0.0102 - acc: 0.9965
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- ETA: 2s - loss: 0.0102 - acc: 0.9963
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- ETA: 2s - loss: 0.0152 - acc: 0.9952
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- ETA: 2s - loss: 0.0156 - acc: 0.9946
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- ETA: 1s - loss: 0.0154 - acc: 0.9948
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- ETA: 1s - loss: 0.0163 - acc: 0.9942
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- ETA: 1s - loss: 0.0159 - acc: 0.9944
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- ETA: 0s - loss: 0.0165 - acc: 0.9941
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- ETA: 0s - loss: 0.0201 - acc: 0.9934
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- ETA: 0s - loss: 0.0232 - acc: 0.9926
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- ETA: 0s - loss: 0.4471 - acc: 0.8828
256/878 [=======>......................]
- ETA: 0s - loss: 0.4094 - acc: 0.8984
384/878 [============>.................]
- ETA: 0s - loss: 0.3647 - acc: 0.9089
512/878 [================>.............]
- ETA: 0s - loss: 0.4787 - acc: 0.9141
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- ETA: 0s - loss: 0.4476 - acc: 0.9156
768/878 [=========================>....]
- ETA: 0s - loss: 0.4323 - acc: 0.9193
878/878 [==============================]
- 1s 696us/sample - loss: 0.4125 - acc: 0.9203
39/39 [==============================]
- 13s 341ms/step - loss: 0.0240 - acc: 0.9922 - val_loss: 0.4100 - val_acc: 0.9203
Epoch 77/100
1/39 [..............................]
- ETA: 9s - loss: 0.1112 - acc: 0.9609
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- ETA: 8s - loss: 0.0997 - acc: 0.9609
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- ETA: 7s - loss: 0.0844 - acc: 0.9661
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- ETA: 8s - loss: 0.0682 - acc: 0.9746
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- ETA: 8s - loss: 0.0634 - acc: 0.9766
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- ETA: 8s - loss: 0.0659 - acc: 0.9740
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- ETA: 9s - loss: 0.0585 - acc: 0.9766
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- ETA: 9s - loss: 0.0529 - acc: 0.9795
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- ETA: 9s - loss: 0.0475 - acc: 0.9818
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- ETA: 8s - loss: 0.0453 - acc: 0.9828
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- ETA: 8s - loss: 0.0438 - acc: 0.9837
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- ETA: 8s - loss: 0.0509 - acc: 0.9824
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- ETA: 8s - loss: 0.0474 - acc: 0.9838
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- ETA: 8s - loss: 0.0461 - acc: 0.9844
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- ETA: 7s - loss: 0.0440 - acc: 0.9849
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- ETA: 7s - loss: 0.0435 - acc: 0.9854
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- ETA: 6s - loss: 0.0485 - acc: 0.9844
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- ETA: 6s - loss: 0.0470 - acc: 0.9848
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- ETA: 5s - loss: 0.0471 - acc: 0.9847
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- ETA: 5s - loss: 0.0460 - acc: 0.9851
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- ETA: 5s - loss: 0.0457 - acc: 0.9854
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- ETA: 5s - loss: 0.0444 - acc: 0.9860
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- ETA: 4s - loss: 0.0440 - acc: 0.9859
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- ETA: 4s - loss: 0.0431 - acc: 0.9861
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- ETA: 3s - loss: 0.0432 - acc: 0.9857
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- ETA: 3s - loss: 0.0452 - acc: 0.9856
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- ETA: 0s - loss: 0.0454 - acc: 0.9854
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- ETA: 0s - loss: 0.0455 - acc: 0.9856
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- ETA: 0s - loss: 0.5358 - acc: 0.8906
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- ETA: 0s - loss: 0.5876 - acc: 0.8828
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- ETA: 0s - loss: 0.6296 - acc: 0.8880
878/878 [==============================]
- 1s 1ms/sample - loss: 0.6048 - acc: 0.8907
39/39 [==============================]
- 14s 365ms/step - loss: 0.0465 - acc: 0.9853 - val_loss: 0.6018 - val_acc: 0.8907
Epoch 78/100
1/39 [..............................]
- ETA: 6s - loss: 0.0321 - acc: 0.9922
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- ETA: 6s - loss: 0.0208 - acc: 0.9961
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- ETA: 6s - loss: 0.0184 - acc: 0.9974
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- ETA: 6s - loss: 0.0201 - acc: 0.9969
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- ETA: 7s - loss: 0.0230 - acc: 0.9961
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- ETA: 7s - loss: 0.0216 - acc: 0.9967
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- ETA: 7s - loss: 0.0257 - acc: 0.9951
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- ETA: 7s - loss: 0.0254 - acc: 0.9948
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- ETA: 7s - loss: 0.0290 - acc: 0.9937
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- ETA: 7s - loss: 0.0282 - acc: 0.9928
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- ETA: 7s - loss: 0.0270 - acc: 0.9927
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- ETA: 0s - loss: 0.0229 - acc: 0.9932
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- ETA: 0s - loss: 0.4055 - acc: 0.9141
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- ETA: 0s - loss: 0.5878 - acc: 0.9089
878/878 [==============================]
- 1s 610us/sample - loss: 0.5588 - acc: 0.9123
39/39 [==============================]
- 13s 334ms/step - loss: 0.0232 - acc: 0.9930 - val_loss: 0.5552 - val_acc: 0.9123
Epoch 79/100
1/39 [..............................]
- ETA: 6s - loss: 0.0019 - acc: 1.0000
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- ETA: 6s - loss: 0.0186 - acc: 0.9922
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- ETA: 7s - loss: 0.0148 - acc: 0.9948
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- ETA: 9s - loss: 0.0164 - acc: 0.9935
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- ETA: 9s - loss: 0.0190 - acc: 0.9922
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- ETA: 9s - loss: 0.0178 - acc: 0.9932
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- ETA: 9s - loss: 0.0174 - acc: 0.9939
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- ETA: 3s - loss: 0.0420 - acc: 0.9879
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- ETA: 3s - loss: 0.0450 - acc: 0.9874
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- ETA: 2s - loss: 0.0451 - acc: 0.9872
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- ETA: 0s - loss: 0.0469 - acc: 0.9869
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- ETA: 0s - loss: 0.0474 - acc: 0.9868
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- ETA: 0s - loss: 0.5174 - acc: 0.9141
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- ETA: 0s - loss: 0.4853 - acc: 0.9062
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- ETA: 0s - loss: 0.5243 - acc: 0.9036
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- ETA: 0s - loss: 0.5184 - acc: 0.9062
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- ETA: 0s - loss: 0.5189 - acc: 0.9078
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- ETA: 0s - loss: 0.5140 - acc: 0.9062
878/878 [==============================]
- 1s 619us/sample - loss: 0.4804 - acc: 0.9089
39/39 [==============================]
- 14s 357ms/step - loss: 0.0471 - acc: 0.9867 - val_loss: 0.4763 - val_acc: 0.9089
Epoch 80/100
1/39 [..............................]
- ETA: 5s - loss: 0.0093 - acc: 1.0000
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- ETA: 5s - loss: 0.0121 - acc: 1.0000
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- ETA: 7s - loss: 0.0200 - acc: 0.9974
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- ETA: 8s - loss: 0.0252 - acc: 0.9961
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- ETA: 9s - loss: 0.0234 - acc: 0.9969
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- ETA: 9s - loss: 0.0288 - acc: 0.9948
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- ETA: 9s - loss: 0.0279 - acc: 0.9944
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- ETA: 9s - loss: 0.0270 - acc: 0.9941
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- ETA: 9s - loss: 0.0290 - acc: 0.9931
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- ETA: 9s - loss: 0.0271 - acc: 0.9937
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- ETA: 8s - loss: 0.0260 - acc: 0.9936
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- ETA: 8s - loss: 0.0258 - acc: 0.9928
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- ETA: 7s - loss: 0.0252 - acc: 0.9927
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- ETA: 7s - loss: 0.0257 - acc: 0.9927
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- ETA: 7s - loss: 0.0243 - acc: 0.9932
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- ETA: 7s - loss: 0.0236 - acc: 0.9936
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- ETA: 6s - loss: 0.0241 - acc: 0.9935
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- ETA: 6s - loss: 0.0247 - acc: 0.9934
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- ETA: 6s - loss: 0.0236 - acc: 0.9937
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- ETA: 5s - loss: 0.0228 - acc: 0.9940
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- ETA: 5s - loss: 0.0225 - acc: 0.9940
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- ETA: 4s - loss: 0.0209 - acc: 0.9947
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- ETA: 4s - loss: 0.0215 - acc: 0.9943
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- ETA: 3s - loss: 0.0215 - acc: 0.9945
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- ETA: 3s - loss: 0.0217 - acc: 0.9941
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- ETA: 3s - loss: 0.0221 - acc: 0.9938
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- ETA: 2s - loss: 0.0217 - acc: 0.9940
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- ETA: 2s - loss: 0.0256 - acc: 0.9937
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- ETA: 2s - loss: 0.0264 - acc: 0.9936
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- ETA: 1s - loss: 0.0257 - acc: 0.9938
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- ETA: 1s - loss: 0.0258 - acc: 0.9938
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- ETA: 1s - loss: 0.0262 - acc: 0.9935
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- ETA: 0s - loss: 0.0269 - acc: 0.9928
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- ETA: 0s - loss: 0.0274 - acc: 0.9924
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- ETA: 0s - loss: 0.0284 - acc: 0.9917
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- ETA: 0s - loss: 0.4874 - acc: 0.9141
256/878 [=======>......................]
- ETA: 0s - loss: 0.4833 - acc: 0.9141
384/878 [============>.................]
- ETA: 0s - loss: 0.4509 - acc: 0.9167
512/878 [================>.............]
- ETA: 0s - loss: 0.5449 - acc: 0.9160
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- ETA: 0s - loss: 0.5404 - acc: 0.9125
768/878 [=========================>....]
- ETA: 0s - loss: 0.5383 - acc: 0.9128
878/878 [==============================]
- 1s 641us/sample - loss: 0.5107 - acc: 0.9112
39/39 [==============================]
- 13s 345ms/step - loss: 0.0289 - acc: 0.9916 - val_loss: 0.5073 - val_acc: 0.9112
Epoch 81/100
1/39 [..............................]
- ETA: 6s - loss: 0.1126 - acc: 0.9688
2/39 [>.............................]
- ETA: 6s - loss: 0.0642 - acc: 0.9805
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- ETA: 7s - loss: 0.0559 - acc: 0.9818
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- ETA: 8s - loss: 0.0500 - acc: 0.9824
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- ETA: 8s - loss: 0.0470 - acc: 0.9812
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- ETA: 9s - loss: 0.0421 - acc: 0.9831
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- ETA: 9s - loss: 0.0393 - acc: 0.9844
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- ETA: 9s - loss: 0.0367 - acc: 0.9863
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- ETA: 9s - loss: 0.0369 - acc: 0.9870
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- ETA: 9s - loss: 0.0383 - acc: 0.9875
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- ETA: 8s - loss: 0.0362 - acc: 0.9886
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- ETA: 8s - loss: 0.0349 - acc: 0.9883
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- ETA: 8s - loss: 0.0335 - acc: 0.9886
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- ETA: 8s - loss: 0.0327 - acc: 0.9894
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- ETA: 8s - loss: 0.0348 - acc: 0.9885
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- ETA: 7s - loss: 0.0344 - acc: 0.9888
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- ETA: 7s - loss: 0.0344 - acc: 0.9885
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- ETA: 7s - loss: 0.0341 - acc: 0.9887
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- ETA: 6s - loss: 0.0330 - acc: 0.9893
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- ETA: 6s - loss: 0.0317 - acc: 0.9898
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- ETA: 6s - loss: 0.0322 - acc: 0.9892
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- ETA: 5s - loss: 0.0313 - acc: 0.9893
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- ETA: 5s - loss: 0.0302 - acc: 0.9898
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- ETA: 5s - loss: 0.0296 - acc: 0.9899
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- ETA: 4s - loss: 0.0296 - acc: 0.9897
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- ETA: 4s - loss: 0.0290 - acc: 0.9898
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- ETA: 4s - loss: 0.0286 - acc: 0.9902
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- ETA: 3s - loss: 0.0287 - acc: 0.9902
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- ETA: 3s - loss: 0.0287 - acc: 0.9900
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- ETA: 3s - loss: 0.0281 - acc: 0.9904
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- ETA: 2s - loss: 0.0279 - acc: 0.9902
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- ETA: 2s - loss: 0.0292 - acc: 0.9897
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- ETA: 2s - loss: 0.0285 - acc: 0.9901
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- ETA: 1s - loss: 0.0277 - acc: 0.9903
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- ETA: 1s - loss: 0.0271 - acc: 0.9906
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- ETA: 1s - loss: 0.0267 - acc: 0.9909
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- ETA: 0s - loss: 0.0265 - acc: 0.9909
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- ETA: 0s - loss: 0.0263 - acc: 0.9909
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- ETA: 0s - loss: 0.3426 - acc: 0.9219
256/878 [=======>......................]
- ETA: 0s - loss: 0.4247 - acc: 0.9141
384/878 [============>.................]
- ETA: 0s - loss: 0.4569 - acc: 0.9141
512/878 [================>.............]
- ETA: 0s - loss: 0.5585 - acc: 0.9160
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- ETA: 0s - loss: 0.5483 - acc: 0.9141
768/878 [=========================>....]
- ETA: 0s - loss: 0.5675 - acc: 0.9115
878/878 [==============================]
- 1s 610us/sample - loss: 0.5469 - acc: 0.9112
39/39 [==============================]
- 14s 360ms/step - loss: 0.0258 - acc: 0.9912 - val_loss: 0.5444 - val_acc: 0.9112
Epoch 82/100
1/39 [..............................]
- ETA: 26s - loss: 0.0134 - acc: 0.9922
2/39 [>.............................]
- ETA: 24s - loss: 0.0338 - acc: 0.9922
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- ETA: 18s - loss: 0.0430 - acc: 0.9896
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- ETA: 14s - loss: 0.0349 - acc: 0.9922
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- ETA: 12s - loss: 0.0305 - acc: 0.9937
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- ETA: 11s - loss: 0.0332 - acc: 0.9909
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- ETA: 10s - loss: 0.0353 - acc: 0.9900
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- ETA: 9s - loss: 0.0313 - acc: 0.9912
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- ETA: 8s - loss: 0.0297 - acc: 0.9913
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- ETA: 8s - loss: 0.0282 - acc: 0.9922
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- ETA: 8s - loss: 0.0276 - acc: 0.9929
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- ETA: 8s - loss: 0.0292 - acc: 0.9915
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- ETA: 8s - loss: 0.0280 - acc: 0.9916
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- ETA: 7s - loss: 0.0265 - acc: 0.9922
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- ETA: 7s - loss: 0.0250 - acc: 0.9927
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- ETA: 7s - loss: 0.0237 - acc: 0.9932
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- ETA: 7s - loss: 0.0272 - acc: 0.9926
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- ETA: 6s - loss: 0.0270 - acc: 0.9922
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- ETA: 6s - loss: 0.0264 - acc: 0.9926
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- ETA: 6s - loss: 0.0256 - acc: 0.9930
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- ETA: 5s - loss: 0.0250 - acc: 0.9929
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- ETA: 5s - loss: 0.0268 - acc: 0.9925
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- ETA: 5s - loss: 0.0268 - acc: 0.9921
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- ETA: 2s - loss: 0.0312 - acc: 0.9904
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- ETA: 1s - loss: 0.0325 - acc: 0.9901
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- ETA: 1s - loss: 0.0320 - acc: 0.9904
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- ETA: 0s - loss: 0.0315 - acc: 0.9904
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- ETA: 0s - loss: 0.0320 - acc: 0.9902
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- ETA: 0s - loss: 0.0347 - acc: 0.9895
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- ETA: 0s - loss: 0.3231 - acc: 0.9062
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- ETA: 0s - loss: 0.3658 - acc: 0.9141
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- ETA: 0s - loss: 0.3279 - acc: 0.9219
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- ETA: 0s - loss: 0.3961 - acc: 0.9199
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- ETA: 0s - loss: 0.4236 - acc: 0.9115
878/878 [==============================]
- 1s 647us/sample - loss: 0.4105 - acc: 0.9112
39/39 [==============================]
- 13s 343ms/step - loss: 0.0354 - acc: 0.9891 - val_loss: 0.4089 - val_acc: 0.9112
Epoch 83/100
1/39 [..............................]
- ETA: 5s - loss: 0.0578 - acc: 0.9688
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- ETA: 6s - loss: 0.0465 - acc: 0.9766
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- ETA: 9s - loss: 0.0372 - acc: 0.9792
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- ETA: 9s - loss: 0.0340 - acc: 0.9824
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- ETA: 9s - loss: 0.0380 - acc: 0.9828
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- ETA: 9s - loss: 0.0430 - acc: 0.9844
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- ETA: 9s - loss: 0.0395 - acc: 0.9855
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- ETA: 9s - loss: 0.0368 - acc: 0.9863
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- ETA: 9s - loss: 0.0411 - acc: 0.9844
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- ETA: 9s - loss: 0.0372 - acc: 0.9859
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- ETA: 8s - loss: 0.0329 - acc: 0.9872
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- ETA: 7s - loss: 0.0314 - acc: 0.9875
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- ETA: 7s - loss: 0.0309 - acc: 0.9878
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- ETA: 6s - loss: 0.0280 - acc: 0.9893
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- ETA: 6s - loss: 0.0271 - acc: 0.9898
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- ETA: 0s - loss: 0.0268 - acc: 0.9911
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- ETA: 0s - loss: 0.0270 - acc: 0.9911
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- ETA: 0s - loss: 0.3906 - acc: 0.9219
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- ETA: 0s - loss: 0.4834 - acc: 0.9219
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- ETA: 0s - loss: 0.6178 - acc: 0.9023
878/878 [==============================]
- 1s 664us/sample - loss: 0.5912 - acc: 0.9032
39/39 [==============================]
- 14s 360ms/step - loss: 0.0273 - acc: 0.9912 - val_loss: 0.5879 - val_acc: 0.9032
Epoch 84/100
1/39 [..............................]
- ETA: 5s - loss: 0.0080 - acc: 1.0000
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- ETA: 6s - loss: 0.0056 - acc: 1.0000
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- ETA: 8s - loss: 0.0186 - acc: 0.9948
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- ETA: 9s - loss: 0.0157 - acc: 0.9935
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- ETA: 9s - loss: 0.0154 - acc: 0.9944
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- ETA: 0s - loss: 0.0193 - acc: 0.9937
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- ETA: 0s - loss: 0.0208 - acc: 0.9930
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- ETA: 0s - loss: 0.6014 - acc: 0.8899
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- ETA: 0s - loss: 0.4920 - acc: 0.9083
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- ETA: 0s - loss: 0.5008 - acc: 0.9113
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- ETA: 0s - loss: 0.5545 - acc: 0.9106
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- ETA: 0s - loss: 0.5300 - acc: 0.9148
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- ETA: 0s - loss: 0.4986 - acc: 0.9151
878/878 [==============================]
- 1s 635us/sample - loss: 0.4951 - acc: 0.9157
39/39 [==============================]
- 13s 343ms/step - loss: 0.0203 - acc: 0.9932 - val_loss: 0.4478 - val_acc: 0.9157
Epoch 85/100
1/39 [..............................]
- ETA: 5s - loss: 0.0196 - acc: 0.9922
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- ETA: 5s - loss: 0.0126 - acc: 0.9961
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- ETA: 6s - loss: 0.0085 - acc: 0.9973
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- ETA: 8s - loss: 0.0117 - acc: 0.9959
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- ETA: 8s - loss: 0.0138 - acc: 0.9952
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- ETA: 9s - loss: 0.0158 - acc: 0.9933
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- ETA: 9s - loss: 0.0141 - acc: 0.9943
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- ETA: 9s - loss: 0.0128 - acc: 0.9950
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- ETA: 8s - loss: 0.0119 - acc: 0.9956
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- ETA: 8s - loss: 0.0109 - acc: 0.9960
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- ETA: 8s - loss: 0.0106 - acc: 0.9964
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- ETA: 8s - loss: 0.0104 - acc: 0.9967
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- ETA: 8s - loss: 0.0104 - acc: 0.9964
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- ETA: 7s - loss: 0.0098 - acc: 0.9966
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- ETA: 7s - loss: 0.0095 - acc: 0.9968
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- ETA: 7s - loss: 0.0096 - acc: 0.9966
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- ETA: 7s - loss: 0.0090 - acc: 0.9968
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- ETA: 6s - loss: 0.0099 - acc: 0.9959
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- ETA: 6s - loss: 0.0102 - acc: 0.9957
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- ETA: 5s - loss: 0.0104 - acc: 0.9955
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- ETA: 4s - loss: 0.0102 - acc: 0.9956
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- ETA: 3s - loss: 0.0104 - acc: 0.9958
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- ETA: 3s - loss: 0.0102 - acc: 0.9959
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- ETA: 3s - loss: 0.0101 - acc: 0.9961
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- ETA: 2s - loss: 0.0099 - acc: 0.9962
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- ETA: 2s - loss: 0.0098 - acc: 0.9963
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- ETA: 2s - loss: 0.0099 - acc: 0.9962
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- ETA: 1s - loss: 0.0099 - acc: 0.9963
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- ETA: 1s - loss: 0.0101 - acc: 0.9962
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- ETA: 1s - loss: 0.0103 - acc: 0.9961
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- ETA: 0s - loss: 0.0103 - acc: 0.9960
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- ETA: 0s - loss: 0.0102 - acc: 0.9961
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- ETA: 0s - loss: 0.3919 - acc: 0.9297
256/878 [=======>......................]
- ETA: 0s - loss: 0.4174 - acc: 0.9219
384/878 [============>.................]
- ETA: 0s - loss: 0.3948 - acc: 0.9245
512/878 [================>.............]
- ETA: 0s - loss: 0.4541 - acc: 0.9258
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- ETA: 0s - loss: 0.4503 - acc: 0.9250
768/878 [=========================>....]
- ETA: 0s - loss: 0.4874 - acc: 0.9258
878/878 [==============================]
- 1s 637us/sample - loss: 0.4736 - acc: 0.9248
39/39 [==============================]
- 14s 359ms/step - loss: 0.0100 - acc: 0.9962 - val_loss: 0.4719 - val_acc: 0.9248
Epoch 86/100
1/39 [..............................]
- ETA: 6s - loss: 0.0082 - acc: 0.9922
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- ETA: 7s - loss: 0.0208 - acc: 0.9922
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- ETA: 8s - loss: 0.0225 - acc: 0.9922
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- ETA: 8s - loss: 0.0196 - acc: 0.9941
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- ETA: 9s - loss: 0.0171 - acc: 0.9953
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- ETA: 9s - loss: 0.0152 - acc: 0.9961
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- ETA: 9s - loss: 0.0163 - acc: 0.9955
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- ETA: 9s - loss: 0.0152 - acc: 0.9961
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- ETA: 8s - loss: 0.0149 - acc: 0.9957
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- ETA: 8s - loss: 0.0155 - acc: 0.9945
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- ETA: 7s - loss: 0.0157 - acc: 0.9944
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- ETA: 7s - loss: 0.0158 - acc: 0.9937
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- ETA: 7s - loss: 0.0151 - acc: 0.9941
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- ETA: 6s - loss: 0.0152 - acc: 0.9934
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- ETA: 5s - loss: 0.0145 - acc: 0.9937
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- ETA: 5s - loss: 0.0137 - acc: 0.9943
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- ETA: 3s - loss: 0.0123 - acc: 0.9952
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- ETA: 3s - loss: 0.0122 - acc: 0.9951
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- ETA: 2s - loss: 0.0118 - acc: 0.9953
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- ETA: 2s - loss: 0.0118 - acc: 0.9952
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- ETA: 2s - loss: 0.0116 - acc: 0.9953
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- ETA: 1s - loss: 0.0118 - acc: 0.9952
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- ETA: 1s - loss: 0.0115 - acc: 0.9954
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- ETA: 1s - loss: 0.0113 - acc: 0.9955
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- ETA: 0s - loss: 0.0111 - acc: 0.9956
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- ETA: 0s - loss: 0.0110 - acc: 0.9955
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- ETA: 0s - loss: 0.0123 - acc: 0.9950
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- ETA: 0s - loss: 0.8033 - acc: 0.8828
256/878 [=======>......................]
- ETA: 0s - loss: 0.8331 - acc: 0.8867
384/878 [============>.................]
- ETA: 0s - loss: 0.8133 - acc: 0.8932
512/878 [================>.............]
- ETA: 0s - loss: 0.8187 - acc: 0.8984
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- ETA: 0s - loss: 0.8158 - acc: 0.8922
768/878 [=========================>....]
- ETA: 0s - loss: 0.8108 - acc: 0.8893
878/878 [==============================]
- 1s 612us/sample - loss: 0.7716 - acc: 0.8907
39/39 [==============================]
- 13s 340ms/step - loss: 0.0120 - acc: 0.9952 - val_loss: 0.7667 - val_acc: 0.8907
Epoch 87/100
1/39 [..............................]
- ETA: 5s - loss: 0.0025 - acc: 1.0000
2/39 [>.............................]
- ETA: 5s - loss: 0.0018 - acc: 1.0000
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- ETA: 7s - loss: 0.0017 - acc: 1.0000
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- ETA: 8s - loss: 0.0026 - acc: 1.0000
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- ETA: 8s - loss: 0.0200 - acc: 0.9937
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- ETA: 9s - loss: 0.0223 - acc: 0.9935
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- ETA: 9s - loss: 0.0194 - acc: 0.9944
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- ETA: 9s - loss: 0.0173 - acc: 0.9951
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- ETA: 8s - loss: 0.0200 - acc: 0.9939
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- ETA: 8s - loss: 0.0215 - acc: 0.9930
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- ETA: 8s - loss: 0.0209 - acc: 0.9929
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- ETA: 8s - loss: 0.0224 - acc: 0.9922
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- ETA: 8s - loss: 0.0209 - acc: 0.9928
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- ETA: 7s - loss: 0.0207 - acc: 0.9927
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- ETA: 7s - loss: 0.0210 - acc: 0.9927
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- ETA: 7s - loss: 0.0229 - acc: 0.9927
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- ETA: 7s - loss: 0.0219 - acc: 0.9931
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- ETA: 6s - loss: 0.0220 - acc: 0.9926
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- ETA: 6s - loss: 0.0245 - acc: 0.9910
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- ETA: 6s - loss: 0.0237 - acc: 0.9910
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- ETA: 5s - loss: 0.0227 - acc: 0.9914
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- ETA: 5s - loss: 0.0220 - acc: 0.9918
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- ETA: 5s - loss: 0.0222 - acc: 0.9915
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- ETA: 4s - loss: 0.0240 - acc: 0.9912
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- ETA: 3s - loss: 0.0262 - acc: 0.9905
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- ETA: 3s - loss: 0.0281 - acc: 0.9905
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- ETA: 2s - loss: 0.0351 - acc: 0.9895
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- ETA: 2s - loss: 0.0357 - acc: 0.9891
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- ETA: 2s - loss: 0.0367 - acc: 0.9890
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- ETA: 1s - loss: 0.0374 - acc: 0.9888
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- ETA: 1s - loss: 0.0375 - acc: 0.9887
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- ETA: 1s - loss: 0.0428 - acc: 0.9881
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- ETA: 1s - loss: 0.0453 - acc: 0.9871
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- ETA: 0s - loss: 0.0449 - acc: 0.9873
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- ETA: 0s - loss: 0.0470 - acc: 0.9870
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- ETA: 0s - loss: 0.6696 - acc: 0.8828
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- ETA: 0s - loss: 0.6525 - acc: 0.8828
384/878 [============>.................]
- ETA: 0s - loss: 0.6906 - acc: 0.8802
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- ETA: 0s - loss: 0.6899 - acc: 0.8848
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- ETA: 0s - loss: 0.7129 - acc: 0.8813
768/878 [=========================>....]
- ETA: 0s - loss: 0.7253 - acc: 0.8776
878/878 [==============================]
- 1s 643us/sample - loss: 0.7167 - acc: 0.8759
39/39 [==============================]
- 14s 351ms/step - loss: 0.0499 - acc: 0.9863 - val_loss: 0.7156 - val_acc: 0.8759
Epoch 88/100
1/39 [..............................]
- ETA: 5s - loss: 0.0882 - acc: 0.9844
2/39 [>.............................]
- ETA: 5s - loss: 0.0871 - acc: 0.9805
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- ETA: 7s - loss: 0.0649 - acc: 0.9870
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- ETA: 8s - loss: 0.0824 - acc: 0.9844
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- ETA: 8s - loss: 0.0712 - acc: 0.9859
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- ETA: 8s - loss: 0.0683 - acc: 0.9857
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- ETA: 8s - loss: 0.0708 - acc: 0.9855
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- ETA: 8s - loss: 0.0646 - acc: 0.9861
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- ETA: 8s - loss: 0.0603 - acc: 0.9868
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- ETA: 8s - loss: 0.0541 - acc: 0.9878
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- ETA: 7s - loss: 0.0524 - acc: 0.9878
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- ETA: 7s - loss: 0.0503 - acc: 0.9870
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- ETA: 7s - loss: 0.0517 - acc: 0.9868
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- ETA: 7s - loss: 0.0566 - acc: 0.9857
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- ETA: 6s - loss: 0.0569 - acc: 0.9851
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- ETA: 6s - loss: 0.0547 - acc: 0.9859
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- ETA: 6s - loss: 0.0536 - acc: 0.9862
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- ETA: 5s - loss: 0.0517 - acc: 0.9869
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- ETA: 5s - loss: 0.0518 - acc: 0.9871
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- ETA: 0s - loss: 0.0435 - acc: 0.9875
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878/878 [==============================]
- 1s 616us/sample - loss: 0.5134 - acc: 0.8952
39/39 [==============================]
- 13s 344ms/step - loss: 0.0460 - acc: 0.9861 - val_loss: 0.5093 - val_acc: 0.8952
Epoch 89/100
1/39 [..............................]
- ETA: 5s - loss: 0.0055 - acc: 1.0000
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- ETA: 6s - loss: 0.0154 - acc: 0.9922
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- ETA: 8s - loss: 0.0247 - acc: 0.9870
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- ETA: 9s - loss: 0.0237 - acc: 0.9883
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- ETA: 9s - loss: 0.0247 - acc: 0.9891
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- ETA: 9s - loss: 0.0349 - acc: 0.9857
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- ETA: 9s - loss: 0.0421 - acc: 0.9844
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- ETA: 9s - loss: 0.0377 - acc: 0.9863
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- ETA: 9s - loss: 0.0388 - acc: 0.9861
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- ETA: 9s - loss: 0.0396 - acc: 0.9852
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- ETA: 8s - loss: 0.0396 - acc: 0.9858
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- ETA: 8s - loss: 0.0397 - acc: 0.9856
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- ETA: 8s - loss: 0.0409 - acc: 0.9849
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- ETA: 8s - loss: 0.0401 - acc: 0.9854
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- ETA: 6s - loss: 0.0391 - acc: 0.9856
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- ETA: 6s - loss: 0.0375 - acc: 0.9863
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- ETA: 4s - loss: 0.0363 - acc: 0.9868
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- ETA: 4s - loss: 0.0351 - acc: 0.9872
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- ETA: 1s - loss: 0.0354 - acc: 0.9874
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- ETA: 0s - loss: 0.0345 - acc: 0.9877
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- ETA: 0s - loss: 0.0346 - acc: 0.9876
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- ETA: 0s - loss: 0.3342 - acc: 0.9062
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- ETA: 0s - loss: 0.3256 - acc: 0.9180
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- ETA: 0s - loss: 0.3242 - acc: 0.9271
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- ETA: 0s - loss: 0.4385 - acc: 0.9219
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- ETA: 0s - loss: 0.4637 - acc: 0.9180
878/878 [==============================]
- 1s 608us/sample - loss: 0.4433 - acc: 0.9191
39/39 [==============================]
- 14s 361ms/step - loss: 0.0348 - acc: 0.9873 - val_loss: 0.4407 - val_acc: 0.9191
Epoch 90/100
1/39 [..............................]
- ETA: 5s - loss: 0.0776 - acc: 0.9766
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- ETA: 5s - loss: 0.0845 - acc: 0.9609
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- ETA: 6s - loss: 0.0584 - acc: 0.9740
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- ETA: 8s - loss: 0.0494 - acc: 0.9766
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- ETA: 8s - loss: 0.0502 - acc: 0.9766
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- ETA: 8s - loss: 0.0538 - acc: 0.9756
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- ETA: 8s - loss: 0.0504 - acc: 0.9766
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- ETA: 8s - loss: 0.0507 - acc: 0.9773
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- ETA: 8s - loss: 0.0464 - acc: 0.9794
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- ETA: 8s - loss: 0.0459 - acc: 0.9798
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- ETA: 7s - loss: 0.0462 - acc: 0.9808
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- ETA: 7s - loss: 0.0435 - acc: 0.9821
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- ETA: 7s - loss: 0.0426 - acc: 0.9833
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- ETA: 7s - loss: 0.0444 - acc: 0.9829
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- ETA: 6s - loss: 0.0441 - acc: 0.9826
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- ETA: 6s - loss: 0.0439 - acc: 0.9827
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- ETA: 5s - loss: 0.0420 - acc: 0.9836
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- ETA: 5s - loss: 0.0407 - acc: 0.9840
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- ETA: 5s - loss: 0.0405 - acc: 0.9837
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- ETA: 4s - loss: 0.0376 - acc: 0.9850
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- ETA: 3s - loss: 0.0379 - acc: 0.9847
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- ETA: 3s - loss: 0.0392 - acc: 0.9844
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- ETA: 3s - loss: 0.0387 - acc: 0.9846
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- ETA: 2s - loss: 0.0375 - acc: 0.9852
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- ETA: 2s - loss: 0.0372 - acc: 0.9851
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- ETA: 2s - loss: 0.0362 - acc: 0.9856
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- ETA: 1s - loss: 0.0354 - acc: 0.9860
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- ETA: 1s - loss: 0.0345 - acc: 0.9864
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- ETA: 1s - loss: 0.0337 - acc: 0.9868
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- ETA: 0s - loss: 0.0337 - acc: 0.9867
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- ETA: 0s - loss: 0.0339 - acc: 0.9866
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- ETA: 0s - loss: 0.0338 - acc: 0.9868
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- ETA: 0s - loss: 0.4780 - acc: 0.9062
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- ETA: 0s - loss: 0.5295 - acc: 0.9102
384/878 [============>.................]
- ETA: 0s - loss: 0.5451 - acc: 0.9115
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- ETA: 0s - loss: 0.6090 - acc: 0.9102
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- ETA: 0s - loss: 0.5832 - acc: 0.9094
768/878 [=========================>....]
- ETA: 0s - loss: 0.6259 - acc: 0.9010
878/878 [==============================]
- 1s 621us/sample - loss: 0.6067 - acc: 0.9009
39/39 [==============================]
- 13s 338ms/step - loss: 0.0334 - acc: 0.9869 - val_loss: 0.6044 - val_acc: 0.9009
Epoch 91/100
1/39 [..............................]
- ETA: 5s - loss: 0.0107 - acc: 0.9922
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- ETA: 6s - loss: 0.0149 - acc: 0.9883
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- ETA: 7s - loss: 0.0205 - acc: 0.9870
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- ETA: 8s - loss: 0.0165 - acc: 0.9902
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- ETA: 8s - loss: 0.0139 - acc: 0.9919
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- ETA: 8s - loss: 0.0188 - acc: 0.9907
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- ETA: 9s - loss: 0.0190 - acc: 0.9909
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- ETA: 9s - loss: 0.0217 - acc: 0.9900
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- ETA: 9s - loss: 0.0227 - acc: 0.9894
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- ETA: 8s - loss: 0.0210 - acc: 0.9905
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- ETA: 8s - loss: 0.0213 - acc: 0.9899
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- ETA: 8s - loss: 0.0208 - acc: 0.9908
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- ETA: 8s - loss: 0.0231 - acc: 0.9909
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- ETA: 7s - loss: 0.0242 - acc: 0.9910
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- ETA: 7s - loss: 0.0231 - acc: 0.9916
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- ETA: 7s - loss: 0.0264 - acc: 0.9911
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- ETA: 7s - loss: 0.0259 - acc: 0.9912
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- ETA: 6s - loss: 0.0251 - acc: 0.9912
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- ETA: 6s - loss: 0.0273 - acc: 0.9909
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- ETA: 6s - loss: 0.0266 - acc: 0.9913
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- ETA: 5s - loss: 0.0260 - acc: 0.9918
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- ETA: 5s - loss: 0.0251 - acc: 0.9921
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- ETA: 5s - loss: 0.0244 - acc: 0.9921
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- ETA: 3s - loss: 0.0261 - acc: 0.9919
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- ETA: 3s - loss: 0.0256 - acc: 0.9921
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- ETA: 3s - loss: 0.0249 - acc: 0.9924
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- ETA: 3s - loss: 0.0242 - acc: 0.9927
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- ETA: 2s - loss: 0.0239 - acc: 0.9927
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- ETA: 2s - loss: 0.0247 - acc: 0.9924
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- ETA: 2s - loss: 0.0241 - acc: 0.9926
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- ETA: 1s - loss: 0.0247 - acc: 0.9924
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- ETA: 1s - loss: 0.0242 - acc: 0.9926
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- ETA: 1s - loss: 0.0237 - acc: 0.9928
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- ETA: 0s - loss: 0.0238 - acc: 0.9926
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- ETA: 0s - loss: 0.0237 - acc: 0.9926
128/878 [===>..........................]
- ETA: 0s - loss: 0.3884 - acc: 0.9375
256/878 [=======>......................]
- ETA: 0s - loss: 0.4835 - acc: 0.9141
384/878 [============>.................]
- ETA: 0s - loss: 0.4846 - acc: 0.9167
512/878 [================>.............]
- ETA: 0s - loss: 0.5287 - acc: 0.9160
640/878 [====================>.........]
- ETA: 0s - loss: 0.4995 - acc: 0.9187
768/878 [=========================>....]
- ETA: 0s - loss: 0.5328 - acc: 0.9180
878/878 [==============================]
- 1s 591us/sample - loss: 0.5043 - acc: 0.9203
39/39 [==============================]
- 14s 352ms/step - loss: 0.0248 - acc: 0.9926 - val_loss: 0.5008 - val_acc: 0.9203
Epoch 92/100
1/39 [..............................]
- ETA: 24s - loss: 0.0212 - acc: 1.0000
2/39 [>.............................]
- ETA: 20s - loss: 0.0265 - acc: 0.9961
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- ETA: 15s - loss: 0.0184 - acc: 0.9974
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- ETA: 12s - loss: 0.0154 - acc: 0.9980
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- ETA: 11s - loss: 0.0163 - acc: 0.9969
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- ETA: 9s - loss: 0.0241 - acc: 0.9935
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- ETA: 8s - loss: 0.0235 - acc: 0.9933
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- ETA: 8s - loss: 0.0220 - acc: 0.9941
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- ETA: 8s - loss: 0.0236 - acc: 0.9939
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- ETA: 8s - loss: 0.0230 - acc: 0.9937
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- ETA: 8s - loss: 0.0216 - acc: 0.9943
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- ETA: 8s - loss: 0.0202 - acc: 0.9948
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- ETA: 7s - loss: 0.0192 - acc: 0.9952
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- ETA: 7s - loss: 0.0192 - acc: 0.9955
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- ETA: 7s - loss: 0.0205 - acc: 0.9948
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- ETA: 7s - loss: 0.0212 - acc: 0.9946
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- ETA: 6s - loss: 0.0224 - acc: 0.9936
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- ETA: 6s - loss: 0.0246 - acc: 0.9935
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- ETA: 6s - loss: 0.0244 - acc: 0.9934
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- ETA: 5s - loss: 0.0234 - acc: 0.9937
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- ETA: 5s - loss: 0.0250 - acc: 0.9933
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- ETA: 5s - loss: 0.0264 - acc: 0.9929
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- ETA: 5s - loss: 0.0256 - acc: 0.9932
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- ETA: 4s - loss: 0.0266 - acc: 0.9922
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- ETA: 4s - loss: 0.0272 - acc: 0.9922
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- ETA: 4s - loss: 0.0284 - acc: 0.9910
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- ETA: 3s - loss: 0.0277 - acc: 0.9913
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- ETA: 3s - loss: 0.0272 - acc: 0.9916
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- ETA: 3s - loss: 0.0264 - acc: 0.9919
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- ETA: 2s - loss: 0.0263 - acc: 0.9919
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- ETA: 2s - loss: 0.0273 - acc: 0.9911
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- ETA: 2s - loss: 0.0282 - acc: 0.9904
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- ETA: 1s - loss: 0.0275 - acc: 0.9907
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- ETA: 1s - loss: 0.0290 - acc: 0.9903
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- ETA: 1s - loss: 0.0284 - acc: 0.9906
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- ETA: 0s - loss: 0.0277 - acc: 0.9908
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- ETA: 0s - loss: 0.0285 - acc: 0.9902
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- ETA: 0s - loss: 0.0300 - acc: 0.9899
128/878 [===>..........................]
- ETA: 0s - loss: 0.5251 - acc: 0.9531
256/878 [=======>......................]
- ETA: 0s - loss: 0.5681 - acc: 0.9336
384/878 [============>.................]
- ETA: 0s - loss: 0.5668 - acc: 0.9297
512/878 [================>.............]
- ETA: 0s - loss: 0.6399 - acc: 0.9277
640/878 [====================>.........]
- ETA: 0s - loss: 0.5804 - acc: 0.9297
768/878 [=========================>....]
- ETA: 0s - loss: 0.5791 - acc: 0.9297
878/878 [==============================]
- 1s 1ms/sample - loss: 0.5403 - acc: 0.9282
39/39 [==============================]
- 14s 351ms/step - loss: 0.0302 - acc: 0.9899 - val_loss: 0.5356 - val_acc: 0.9282
Epoch 93/100
1/39 [..............................]
- ETA: 6s - loss: 0.0325 - acc: 0.9844
2/39 [>.............................]
- ETA: 6s - loss: 0.0221 - acc: 0.9922
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- ETA: 6s - loss: 0.0650 - acc: 0.9792
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- ETA: 5s - loss: 0.0525 - acc: 0.9824
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- ETA: 7s - loss: 0.0603 - acc: 0.9812
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- ETA: 7s - loss: 0.0510 - acc: 0.9844
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- ETA: 8s - loss: 0.0672 - acc: 0.9788
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- ETA: 8s - loss: 0.0595 - acc: 0.9814
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- ETA: 8s - loss: 0.0542 - acc: 0.9835
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- ETA: 8s - loss: 0.0507 - acc: 0.9852
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- ETA: 8s - loss: 0.0475 - acc: 0.9858
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- ETA: 8s - loss: 0.0477 - acc: 0.9850
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- ETA: 7s - loss: 0.0468 - acc: 0.9856
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- ETA: 7s - loss: 0.0442 - acc: 0.9866
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- ETA: 7s - loss: 0.0424 - acc: 0.9870
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- ETA: 7s - loss: 0.0422 - acc: 0.9868
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- ETA: 6s - loss: 0.0404 - acc: 0.9871
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- ETA: 6s - loss: 0.0389 - acc: 0.9878
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- ETA: 6s - loss: 0.0386 - acc: 0.9877
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- ETA: 6s - loss: 0.0376 - acc: 0.9879
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- ETA: 5s - loss: 0.0371 - acc: 0.9877
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- ETA: 5s - loss: 0.0357 - acc: 0.9883
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- ETA: 5s - loss: 0.0348 - acc: 0.9885
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- ETA: 4s - loss: 0.0341 - acc: 0.9886
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- ETA: 4s - loss: 0.0334 - acc: 0.9882
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- ETA: 3s - loss: 0.0336 - acc: 0.9881
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- ETA: 3s - loss: 0.0326 - acc: 0.9885
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- ETA: 3s - loss: 0.0318 - acc: 0.9889
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- ETA: 2s - loss: 0.0324 - acc: 0.9887
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- ETA: 2s - loss: 0.0309 - acc: 0.9895
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- ETA: 0s - loss: 0.0307 - acc: 0.9883
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- ETA: 0s - loss: 0.0301 - acc: 0.9886
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- ETA: 0s - loss: 0.4120 - acc: 0.9219
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- ETA: 0s - loss: 0.4413 - acc: 0.9219
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- ETA: 0s - loss: 0.5296 - acc: 0.9187
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- ETA: 0s - loss: 0.5256 - acc: 0.9128
878/878 [==============================]
- 1s 607us/sample - loss: 0.4931 - acc: 0.9157
39/39 [==============================]
- 14s 355ms/step - loss: 0.0305 - acc: 0.9885 - val_loss: 0.4891 - val_acc: 0.9157
Epoch 94/100
1/39 [..............................]
- ETA: 5s - loss: 0.0108 - acc: 1.0000
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- ETA: 5s - loss: 0.0377 - acc: 0.9883
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- ETA: 6s - loss: 0.0268 - acc: 0.9922
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- ETA: 7s - loss: 0.0238 - acc: 0.9922
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- ETA: 8s - loss: 0.0210 - acc: 0.9937
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- ETA: 8s - loss: 0.0195 - acc: 0.9948
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- ETA: 8s - loss: 0.0178 - acc: 0.9955
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- ETA: 8s - loss: 0.0336 - acc: 0.9932
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- ETA: 8s - loss: 0.0304 - acc: 0.9939
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- ETA: 8s - loss: 0.0278 - acc: 0.9945
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- ETA: 8s - loss: 0.0258 - acc: 0.9950
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- ETA: 8s - loss: 0.0251 - acc: 0.9948
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- ETA: 7s - loss: 0.0279 - acc: 0.9934
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- ETA: 7s - loss: 0.0266 - acc: 0.9933
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- ETA: 7s - loss: 0.0270 - acc: 0.9927
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- ETA: 7s - loss: 0.0284 - acc: 0.9922
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- ETA: 6s - loss: 0.0269 - acc: 0.9926
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- ETA: 6s - loss: 0.0278 - acc: 0.9922
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- ETA: 6s - loss: 0.0317 - acc: 0.9910
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- ETA: 0s - loss: 0.0307 - acc: 0.9900
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- ETA: 0s - loss: 0.0302 - acc: 0.9901
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- ETA: 0s - loss: 0.3604 - acc: 0.9219
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- ETA: 0s - loss: 0.4610 - acc: 0.9023
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- ETA: 0s - loss: 0.4731 - acc: 0.9036
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- ETA: 0s - loss: 0.5150 - acc: 0.9047
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- ETA: 0s - loss: 0.5384 - acc: 0.9010
878/878 [==============================]
- 1s 979us/sample - loss: 0.5043 - acc: 0.9021
39/39 [==============================]
- 13s 346ms/step - loss: 0.0300 - acc: 0.9901 - val_loss: 0.5001 - val_acc: 0.9021
Epoch 95/100
1/39 [..............................]
- ETA: 6s - loss: 0.0258 - acc: 0.9844
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- ETA: 6s - loss: 0.0155 - acc: 0.9922
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- ETA: 6s - loss: 0.0197 - acc: 0.9896
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- ETA: 6s - loss: 0.0153 - acc: 0.9922
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- ETA: 7s - loss: 0.0221 - acc: 0.9922
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- ETA: 7s - loss: 0.0218 - acc: 0.9909
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- ETA: 7s - loss: 0.0191 - acc: 0.9922
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- ETA: 8s - loss: 0.0204 - acc: 0.9922
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- ETA: 8s - loss: 0.0216 - acc: 0.9922
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- ETA: 8s - loss: 0.0210 - acc: 0.9922
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- ETA: 7s - loss: 0.0275 - acc: 0.9915
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- ETA: 7s - loss: 0.0263 - acc: 0.9916
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- ETA: 7s - loss: 0.0248 - acc: 0.9921
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- ETA: 7s - loss: 0.0286 - acc: 0.9911
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- ETA: 6s - loss: 0.0298 - acc: 0.9907
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- ETA: 3s - loss: 0.0300 - acc: 0.9907
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- ETA: 3s - loss: 0.0297 - acc: 0.9907
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- ETA: 3s - loss: 0.0304 - acc: 0.9903
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- ETA: 2s - loss: 0.0306 - acc: 0.9898
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- ETA: 2s - loss: 0.0306 - acc: 0.9896
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- ETA: 2s - loss: 0.0311 - acc: 0.9895
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- ETA: 1s - loss: 0.0303 - acc: 0.9898
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- ETA: 1s - loss: 0.0296 - acc: 0.9901
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- ETA: 1s - loss: 0.0296 - acc: 0.9901
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- ETA: 0s - loss: 0.0336 - acc: 0.9900
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- ETA: 0s - loss: 0.0353 - acc: 0.9894
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- ETA: 0s - loss: 0.0351 - acc: 0.9895
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- ETA: 0s - loss: 0.3992 - acc: 0.9141
256/878 [=======>......................]
- ETA: 0s - loss: 0.4942 - acc: 0.9023
384/878 [============>.................]
- ETA: 0s - loss: 0.5037 - acc: 0.9089
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- ETA: 0s - loss: 0.5387 - acc: 0.9160
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- ETA: 0s - loss: 0.5222 - acc: 0.9156
768/878 [=========================>....]
- ETA: 0s - loss: 0.5354 - acc: 0.9128
878/878 [==============================]
- 1s 1000us/sample - loss: 0.4921 - acc: 0.9180
39/39 [==============================]
- 14s 357ms/step - loss: 0.0346 - acc: 0.9897 - val_loss: 0.4868 - val_acc: 0.9180
Epoch 96/100
1/39 [..............................]
- ETA: 6s - loss: 0.0469 - acc: 0.9766
2/39 [>.............................]
- ETA: 6s - loss: 0.0360 - acc: 0.9844
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- ETA: 6s - loss: 0.0334 - acc: 0.9844
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- ETA: 5s - loss: 0.0258 - acc: 0.9883
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- ETA: 6s - loss: 0.0251 - acc: 0.9891
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- ETA: 7s - loss: 0.0236 - acc: 0.9896
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- ETA: 7s - loss: 0.0216 - acc: 0.9911
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- ETA: 7s - loss: 0.0192 - acc: 0.9922
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- ETA: 7s - loss: 0.0247 - acc: 0.9905
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- ETA: 7s - loss: 0.0257 - acc: 0.9906
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- ETA: 7s - loss: 0.0253 - acc: 0.9908
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- ETA: 7s - loss: 0.0244 - acc: 0.9909
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- ETA: 7s - loss: 0.0265 - acc: 0.9904
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- ETA: 7s - loss: 0.0255 - acc: 0.9905
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- ETA: 6s - loss: 0.0287 - acc: 0.9896
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- ETA: 6s - loss: 0.0285 - acc: 0.9897
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- ETA: 6s - loss: 0.0276 - acc: 0.9903
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- ETA: 6s - loss: 0.0264 - acc: 0.9908
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- ETA: 5s - loss: 0.0260 - acc: 0.9909
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- ETA: 5s - loss: 0.0291 - acc: 0.9906
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- ETA: 5s - loss: 0.0293 - acc: 0.9903
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- ETA: 5s - loss: 0.0289 - acc: 0.9903
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- ETA: 4s - loss: 0.0277 - acc: 0.9908
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- ETA: 4s - loss: 0.0272 - acc: 0.9909
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- ETA: 3s - loss: 0.0283 - acc: 0.9906
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- ETA: 3s - loss: 0.0280 - acc: 0.9904
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- ETA: 3s - loss: 0.0274 - acc: 0.9905
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- ETA: 3s - loss: 0.0269 - acc: 0.9908
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- ETA: 2s - loss: 0.0265 - acc: 0.9908
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- ETA: 2s - loss: 0.0271 - acc: 0.9906
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- ETA: 2s - loss: 0.0263 - acc: 0.9909
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- ETA: 1s - loss: 0.0261 - acc: 0.9910
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- ETA: 1s - loss: 0.0259 - acc: 0.9910
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- ETA: 1s - loss: 0.0263 - acc: 0.9910
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- ETA: 0s - loss: 0.0269 - acc: 0.9908
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- ETA: 0s - loss: 0.0263 - acc: 0.9911
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- ETA: 0s - loss: 0.0264 - acc: 0.9911
128/878 [===>..........................]
- ETA: 0s - loss: 0.6016 - acc: 0.8750
256/878 [=======>......................]
- ETA: 0s - loss: 0.6629 - acc: 0.8672
384/878 [============>.................]
- ETA: 0s - loss: 0.7479 - acc: 0.8620
512/878 [================>.............]
- ETA: 0s - loss: 0.7513 - acc: 0.8730
640/878 [====================>.........]
- ETA: 0s - loss: 0.7937 - acc: 0.8719
768/878 [=========================>....]
- ETA: 0s - loss: 0.7899 - acc: 0.8659
878/878 [==============================]
- 1s 605us/sample - loss: 0.7742 - acc: 0.8702
39/39 [==============================]
- 13s 325ms/step - loss: 0.0272 - acc: 0.9912 - val_loss: 0.7723 - val_acc: 0.8702
Epoch 97/100
1/39 [..............................]
- ETA: 5s - loss: 0.0187 - acc: 0.9922
2/39 [>.............................]
- ETA: 5s - loss: 0.0129 - acc: 0.9961
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- ETA: 8s - loss: 0.0172 - acc: 0.9948
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- ETA: 9s - loss: 0.0132 - acc: 0.9961
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- ETA: 9s - loss: 0.0171 - acc: 0.9953
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- ETA: 9s - loss: 0.0172 - acc: 0.9948
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- ETA: 9s - loss: 0.0163 - acc: 0.9955
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- ETA: 9s - loss: 0.0215 - acc: 0.9941
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- ETA: 9s - loss: 0.0197 - acc: 0.9948
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- ETA: 9s - loss: 0.0190 - acc: 0.9945
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- ETA: 8s - loss: 0.0197 - acc: 0.9943
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- ETA: 8s - loss: 0.0186 - acc: 0.9948
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- ETA: 8s - loss: 0.0178 - acc: 0.9952
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- ETA: 8s - loss: 0.0170 - acc: 0.9955
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- ETA: 7s - loss: 0.0192 - acc: 0.9948
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- ETA: 7s - loss: 0.0188 - acc: 0.9951
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- ETA: 7s - loss: 0.0192 - acc: 0.9949
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- ETA: 6s - loss: 0.0186 - acc: 0.9952
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- ETA: 6s - loss: 0.0178 - acc: 0.9955
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- ETA: 6s - loss: 0.0188 - acc: 0.9953
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- ETA: 6s - loss: 0.0240 - acc: 0.9940
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- ETA: 5s - loss: 0.0247 - acc: 0.9933
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- ETA: 5s - loss: 0.0250 - acc: 0.9932
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- ETA: 5s - loss: 0.0245 - acc: 0.9931
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- ETA: 4s - loss: 0.0285 - acc: 0.9928
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- ETA: 4s - loss: 0.0288 - acc: 0.9921
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- ETA: 4s - loss: 0.0285 - acc: 0.9924
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- ETA: 3s - loss: 0.0283 - acc: 0.9921
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- ETA: 3s - loss: 0.0278 - acc: 0.9924
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- ETA: 3s - loss: 0.0275 - acc: 0.9924
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- ETA: 2s - loss: 0.0275 - acc: 0.9924
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- ETA: 2s - loss: 0.0279 - acc: 0.9922
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- ETA: 2s - loss: 0.0311 - acc: 0.9910
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- ETA: 1s - loss: 0.0310 - acc: 0.9910
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- ETA: 1s - loss: 0.0304 - acc: 0.9913
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- ETA: 1s - loss: 0.0317 - acc: 0.9908
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- ETA: 0s - loss: 0.0313 - acc: 0.9911
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- ETA: 0s - loss: 0.0321 - acc: 0.9907
128/878 [===>..........................]
- ETA: 0s - loss: 0.4094 - acc: 0.8984
256/878 [=======>......................]
- ETA: 0s - loss: 0.4082 - acc: 0.9023
384/878 [============>.................]
- ETA: 0s - loss: 0.4173 - acc: 0.9062
512/878 [================>.............]
- ETA: 0s - loss: 0.5182 - acc: 0.9082
640/878 [====================>.........]
- ETA: 0s - loss: 0.4943 - acc: 0.9109
768/878 [=========================>....]
- ETA: 0s - loss: 0.5045 - acc: 0.9089
878/878 [==============================]
- 1s 613us/sample - loss: 0.4774 - acc: 0.9089
39/39 [==============================]
- 14s 354ms/step - loss: 0.0325 - acc: 0.9905 - val_loss: 0.4741 - val_acc: 0.9089
Epoch 98/100
1/39 [..............................]
- ETA: 6s - loss: 0.0702 - acc: 0.9766
2/39 [>.............................]
- ETA: 6s - loss: 0.0395 - acc: 0.9883
3/39 [=>............................]
- ETA: 7s - loss: 0.0304 - acc: 0.9922
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- ETA: 8s - loss: 0.0411 - acc: 0.9883
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- ETA: 8s - loss: 0.0385 - acc: 0.9875
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- ETA: 8s - loss: 0.0392 - acc: 0.9870
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- ETA: 8s - loss: 0.0389 - acc: 0.9866
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- ETA: 8s - loss: 0.0347 - acc: 0.9883
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- ETA: 8s - loss: 0.0356 - acc: 0.9878
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- ETA: 8s - loss: 0.0330 - acc: 0.9891
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- ETA: 8s - loss: 0.0308 - acc: 0.9901
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- ETA: 8s - loss: 0.0288 - acc: 0.9909
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- ETA: 7s - loss: 0.0272 - acc: 0.9916
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- ETA: 7s - loss: 0.0304 - acc: 0.9911
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- ETA: 7s - loss: 0.0324 - acc: 0.9906
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- ETA: 7s - loss: 0.0324 - acc: 0.9907
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- ETA: 6s - loss: 0.0316 - acc: 0.9908
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- ETA: 6s - loss: 0.0312 - acc: 0.9909
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- ETA: 6s - loss: 0.0305 - acc: 0.9914
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- ETA: 5s - loss: 0.0302 - acc: 0.9914
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- ETA: 5s - loss: 0.0305 - acc: 0.9911
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- ETA: 5s - loss: 0.0296 - acc: 0.9915
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- ETA: 5s - loss: 0.0290 - acc: 0.9915
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- ETA: 4s - loss: 0.0285 - acc: 0.9915
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- ETA: 4s - loss: 0.0281 - acc: 0.9916
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- ETA: 4s - loss: 0.0295 - acc: 0.9913
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- ETA: 3s - loss: 0.0287 - acc: 0.9916
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- ETA: 3s - loss: 0.0282 - acc: 0.9916
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- ETA: 3s - loss: 0.0278 - acc: 0.9916
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- ETA: 2s - loss: 0.0289 - acc: 0.9911
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- ETA: 2s - loss: 0.0284 - acc: 0.9911
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- ETA: 2s - loss: 0.0287 - acc: 0.9909
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- ETA: 1s - loss: 0.0283 - acc: 0.9910
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- ETA: 1s - loss: 0.0275 - acc: 0.9910
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- ETA: 0s - loss: 0.0278 - acc: 0.9906
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- ETA: 0s - loss: 0.0280 - acc: 0.9905
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- ETA: 0s - loss: 0.0275 - acc: 0.9907
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- ETA: 0s - loss: 0.2314 - acc: 0.9141
256/878 [=======>......................]
- ETA: 0s - loss: 0.3045 - acc: 0.9141
384/878 [============>.................]
- ETA: 0s - loss: 0.2923 - acc: 0.9245
512/878 [================>.............]
- ETA: 0s - loss: 0.3847 - acc: 0.9277
640/878 [====================>.........]
- ETA: 0s - loss: 0.3854 - acc: 0.9297
768/878 [=========================>....]
- ETA: 0s - loss: 0.3895 - acc: 0.9284
878/878 [==============================]
- 1s 609us/sample - loss: 0.3668 - acc: 0.9339
39/39 [==============================]
- 13s 334ms/step - loss: 0.0280 - acc: 0.9908 - val_loss: 0.3640 - val_acc: 0.9339
Epoch 99/100
1/39 [..............................]
- ETA: 7s - loss: 0.0214 - acc: 0.9844
2/39 [>.............................]
- ETA: 7s - loss: 0.0142 - acc: 0.9922
3/39 [=>............................]
- ETA: 7s - loss: 0.0185 - acc: 0.9922
4/39 [==>...........................]
- ETA: 8s - loss: 0.0194 - acc: 0.9922
5/39 [==>...........................]
- ETA: 8s - loss: 0.0228 - acc: 0.9922
6/39 [===>..........................]
- ETA: 8s - loss: 0.0274 - acc: 0.9896
7/39 [====>.........................]
- ETA: 9s - loss: 0.0244 - acc: 0.9911
8/39 [=====>........................]
- ETA: 9s - loss: 0.0267 - acc: 0.9902
9/39 [=====>........................]
- ETA: 8s - loss: 0.0241 - acc: 0.9913
10/39 [======>.......................]
- ETA: 8s - loss: 0.0235 - acc: 0.9922
11/39 [=======>......................]
- ETA: 8s - loss: 0.0240 - acc: 0.9915
12/39 [========>.....................]
- ETA: 8s - loss: 0.0241 - acc: 0.9915
13/39 [=========>....................]
- ETA: 8s - loss: 0.0264 - acc: 0.9904
14/39 [=========>....................]
- ETA: 7s - loss: 0.0247 - acc: 0.9911
15/39 [==========>...................]
- ETA: 7s - loss: 0.0240 - acc: 0.9911
16/39 [===========>..................]
- ETA: 7s - loss: 0.0229 - acc: 0.9917
17/39 [============>.................]
- ETA: 7s - loss: 0.0226 - acc: 0.9917
18/39 [============>.................]
- ETA: 6s - loss: 0.0234 - acc: 0.9918
19/39 [=============>................]
- ETA: 6s - loss: 0.0225 - acc: 0.9922
20/39 [==============>...............]
- ETA: 6s - loss: 0.0215 - acc: 0.9926
21/39 [===============>..............]
- ETA: 5s - loss: 0.0213 - acc: 0.9926
22/39 [===============>..............]
- ETA: 5s - loss: 0.0244 - acc: 0.9918
23/39 [================>.............]
- ETA: 5s - loss: 0.0257 - acc: 0.9915
24/39 [=================>............]
- ETA: 4s - loss: 0.0248 - acc: 0.9919
25/39 [==================>...........]
- ETA: 4s - loss: 0.0257 - acc: 0.9919
26/39 [===================>..........]
- ETA: 4s - loss: 0.0248 - acc: 0.9922
27/39 [===================>..........]
- ETA: 3s - loss: 0.0240 - acc: 0.9925
28/39 [====================>.........]
- ETA: 3s - loss: 0.0253 - acc: 0.9919
29/39 [=====================>........]
- ETA: 3s - loss: 0.0248 - acc: 0.9922
30/39 [======================>.......]
- ETA: 3s - loss: 0.0245 - acc: 0.9924
31/39 [======================>.......]
- ETA: 2s - loss: 0.0241 - acc: 0.9927
32/39 [=======================>......]
- ETA: 2s - loss: 0.0235 - acc: 0.9929
33/39 [========================>.....]
- ETA: 2s - loss: 0.0244 - acc: 0.9927
34/39 [=========================>....]
- ETA: 1s - loss: 0.0239 - acc: 0.9929
35/39 [=========================>....]
- ETA: 1s - loss: 0.0247 - acc: 0.9929
36/39 [==========================>...]
- ETA: 1s - loss: 0.0241 - acc: 0.9931
37/39 [===========================>..]
- ETA: 0s - loss: 0.0241 - acc: 0.9928
38/39 [============================>.]
- ETA: 0s - loss: 0.0236 - acc: 0.9930
128/878 [===>..........................]
- ETA: 0s - loss: 0.3378 - acc: 0.9375
256/878 [=======>......................]
- ETA: 0s - loss: 0.3785 - acc: 0.9141
384/878 [============>.................]
- ETA: 0s - loss: 0.4105 - acc: 0.9219
512/878 [================>.............]
- ETA: 0s - loss: 0.4548 - acc: 0.9258
640/878 [====================>.........]
- ETA: 0s - loss: 0.4733 - acc: 0.9219
768/878 [=========================>....]
- ETA: 0s - loss: 0.4974 - acc: 0.9167
878/878 [==============================]
- 1s 611us/sample - loss: 0.4661 - acc: 0.9203
39/39 [==============================]
- 14s 353ms/step - loss: 0.0233 - acc: 0.9930 - val_loss: 0.4623 - val_acc: 0.9203
Epoch 100/100
1/39 [..............................]
- ETA: 5s - loss: 0.0067 - acc: 1.0000
2/39 [>.............................]
- ETA: 6s - loss: 0.0051 - acc: 1.0000
3/39 [=>............................]
- ETA: 7s - loss: 0.0085 - acc: 0.9974
4/39 [==>...........................]
- ETA: 8s - loss: 0.0116 - acc: 0.9961
5/39 [==>...........................]
- ETA: 8s - loss: 0.0170 - acc: 0.9937
6/39 [===>..........................]
- ETA: 8s - loss: 0.0144 - acc: 0.9948
7/39 [====>.........................]
- ETA: 8s - loss: 0.0137 - acc: 0.9944
8/39 [=====>........................]
- ETA: 8s - loss: 0.0125 - acc: 0.9951
9/39 [=====>........................]
- ETA: 8s - loss: 0.0125 - acc: 0.9948
10/39 [======>.......................]
- ETA: 8s - loss: 0.0159 - acc: 0.9930
11/39 [=======>......................]
- ETA: 8s - loss: 0.0188 - acc: 0.9922
12/39 [========>.....................]
- ETA: 8s - loss: 0.0202 - acc: 0.9922
13/39 [=========>....................]
- ETA: 7s - loss: 0.0218 - acc: 0.9910
14/39 [=========>....................]
- ETA: 7s - loss: 0.0228 - acc: 0.9905
15/39 [==========>...................]
- ETA: 7s - loss: 0.0219 - acc: 0.9906
16/39 [===========>..................]
- ETA: 6s - loss: 0.0212 - acc: 0.9911
17/39 [============>.................]
- ETA: 6s - loss: 0.0210 - acc: 0.9912
18/39 [============>.................]
- ETA: 6s - loss: 0.0232 - acc: 0.9904
19/39 [=============>................]
- ETA: 6s - loss: 0.0224 - acc: 0.9909
20/39 [==============>...............]
- ETA: 5s - loss: 0.0228 - acc: 0.9909
21/39 [===============>..............]
- ETA: 5s - loss: 0.0226 - acc: 0.9910
22/39 [===============>..............]
- ETA: 5s - loss: 0.0219 - acc: 0.9914
23/39 [================>.............]
- ETA: 5s - loss: 0.0281 - acc: 0.9894
24/39 [=================>............]
- ETA: 4s - loss: 0.0318 - acc: 0.9889
25/39 [==================>...........]
- ETA: 4s - loss: 0.0309 - acc: 0.9890
26/39 [===================>..........]
- ETA: 4s - loss: 0.0298 - acc: 0.9894
27/39 [===================>..........]
- ETA: 3s - loss: 0.0292 - acc: 0.9898
28/39 [====================>.........]
- ETA: 3s - loss: 0.0307 - acc: 0.9896
29/39 [=====================>........]
- ETA: 3s - loss: 0.0300 - acc: 0.9900
30/39 [======================>.......]
- ETA: 2s - loss: 0.0319 - acc: 0.9893
31/39 [======================>.......]
- ETA: 2s - loss: 0.0317 - acc: 0.9894
32/39 [=======================>......]
- ETA: 2s - loss: 0.0319 - acc: 0.9895
33/39 [========================>.....]
- ETA: 1s - loss: 0.0321 - acc: 0.9893
34/39 [=========================>....]
- ETA: 1s - loss: 0.0322 - acc: 0.9892
35/39 [=========================>....]
- ETA: 1s - loss: 0.0315 - acc: 0.9895
36/39 [==========================>...]
- ETA: 0s - loss: 0.0310 - acc: 0.9895
37/39 [===========================>..]
- ETA: 0s - loss: 0.0302 - acc: 0.9898
38/39 [============================>.]
- ETA: 0s - loss: 0.0296 - acc: 0.9901
128/878 [===>..........................]
- ETA: 0s - loss: 0.4749 - acc: 0.9219
256/878 [=======>......................]
- ETA: 0s - loss: 0.5895 - acc: 0.9062
384/878 [============>.................]
- ETA: 0s - loss: 0.5860 - acc: 0.9115
512/878 [================>.............]
- ETA: 0s - loss: 0.6214 - acc: 0.9141
640/878 [====================>.........]
- ETA: 0s - loss: 0.5855 - acc: 0.9125
768/878 [=========================>....]
- ETA: 0s - loss: 0.5820 - acc: 0.9089
878/878 [==============================]
- 1s 621us/sample - loss: 0.5535 - acc: 0.9123
39/39 [==============================]
- 13s 337ms/step - loss: 0.0293 - acc: 0.9901 - val_loss: 0.5500 - val_acc: 0.9123
100%|██████████| 5/5 [2:34:24<00:00, 1852.91s/it, best loss: -0.9168564677238464]
Evaluation of best performing model:
878/878 [==============================] - 1s 691us/sample - loss: 0.4564 - acc: 0.9169
[0.45637797725499357, 0.91685647]
Best performing model chosen hyper-parameters:
{'Convolution2D': 0, 'Convolution2D_1': 0, 'Convolution2D_2': 0, 'Convolution2D_3': 0, 'Convolution2D_4': 1, 'Convolution2D_5': 1, 'Dense': 1, 'Dropout': 0.033737922499668484, 'Dropout_1': 0.1603763880022983, 'Dropout_2': 0.5139502885014818, 'Dropout_3': 0.5540312274525752, 'batch_size': 0, 'epochs': 1, 'model_choice': 0}
In [6]: